Face Generation

In this project, you'll use generative adversarial networks to generate new images of faces.

Get the Data

You'll be using two datasets in this project:

  • MNIST
  • CelebA

Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.

If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".

In [1]:
data_dir = './data'

# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
#data_dir = '/input'


"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import helper

helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Found mnist Data
Found celeba Data

Explore the Data

MNIST

As you're aware, the MNIST dataset contains images of handwritten digits. You can view the first number of examples by changing show_n_images.

In [2]:
show_n_images = 25

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot


# import numpy
import numpy as np

mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')


# Had to convert the image to np.array
# This solution was given to me by 'Itai Dror' in the Slack Chat

pyplot.imshow(np.array(helper.images_square_grid(mnist_images, 'L')), cmap='gray')

# pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
Out[2]:
<matplotlib.image.AxesImage at 0x249859d5d68>

CelebA

The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.

In [3]:
show_n_images = 25

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
Out[3]:
<matplotlib.image.AxesImage at 0x24985b719e8>

Preprocess the Data

Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.

The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).

Build the Neural Network

You'll build the components necessary to build a GANs by implementing the following functions below:

  • model_inputs
  • discriminator
  • generator
  • model_loss
  • model_opt
  • train

Check the Version of TensorFlow and Access to GPU

This will check to make sure you have the correct version of TensorFlow and access to a GPU

In [4]:
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf

# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer.  You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))

# Check for a GPU
if not tf.test.gpu_device_name():
    warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
    print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.4.0
Default GPU Device: /device:GPU:0

Input

Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:

  • Real input images placeholder with rank 4 using image_width, image_height, and image_channels.
  • Z input placeholder with rank 2 using z_dim.
  • Learning rate placeholder with rank 0.

Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)

In [5]:
import problem_unittests as tests

def model_inputs(image_width, image_height, image_channels, z_dim):
    """
    Create the model inputs
    :param image_width: The input image width
    :param image_height: The input image height
    :param image_channels: The number of image channels
    :param z_dim: The dimension of Z
    :return: Tuple of (tensor of real input images, tensor of z data, learning rate)
    """
    # TODO: Implement Function

    real_inputs = tf.placeholder(tf.float32, (None, image_width, image_height, image_channels),
                                 'real_inputs')
    inputs_z = tf.placeholder(tf.float32, (None, z_dim), name='input_z')  
    learning_rate = tf.placeholder(tf.float32, name='learning_rate')
    
    return real_inputs, inputs_z, learning_rate


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_inputs(model_inputs)
Tests Passed

Discriminator

Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the discriminator, tensor logits of the discriminator).

In [6]:
def discriminator(images, reuse=False):
    """
    Create the discriminator network
    :param images: Tensor of input image(s)
    :param reuse: Boolean if the weights should be reused
    :return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
    """
    # TODO: Implement Function
    alpha = 0.2
    
    with tf.variable_scope('discriminator', reuse=reuse):
        # Input layer is 32x32x3
        x1 = tf.layers.conv2d(images, 64, 5, strides=2, padding='same')
        relu1 = tf.maximum(alpha * x1, x1)
        # 16x16x64
        
        x2 = tf.layers.conv2d(relu1, 128, 5, strides=2, padding='same')
        bn2 = tf.layers.batch_normalization(x2, training=True)
        relu2 = tf.maximum(alpha * bn2, bn2)
        # 8x8x128
        
        x3 = tf.layers.conv2d(relu2, 256, 5, strides=2, padding='same')
        bn3 = tf.layers.batch_normalization(x3, training=True)
        relu3 = tf.maximum(alpha * bn3, bn3)
        # 4x4x256

        # Flatten it
        flat = tf.reshape(relu3, (-1, 4*4*256))
        logits = tf.layers.dense(flat, 1)
        out = tf.sigmoid(logits)
        
        return out, logits
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(discriminator, tf)
Tests Passed

Generator

Implement generator to generate an image using z. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.

In [7]:
def generator(z, out_channel_dim, is_train=True):
    """
    Create the generator network
    :param z: Input z
    :param out_channel_dim: The number of channels in the output image
    :param is_train: Boolean if generator is being used for training
    :return: The tensor output of the generator
    """
    # TODO: Implement Function
    
    reuse = not is_train
    
    with tf.variable_scope('generator', reuse=reuse):
        alpha = 0.2
        
        x1 = tf.layers.dense(z, 2*2*512)
        x1 = tf.reshape(x1, (-1, 2, 2, 512))
        x1 = tf.layers.batch_normalization(x1, training=is_train)
        x1 = tf.maximum(alpha * x1, x1)
        
        x2 = tf.layers.conv2d_transpose(x1, 256, 5, 2, 'valid')
        x2 = tf.layers.batch_normalization(x2, training=is_train)
        x2 = tf.maximum(alpha * x2, x2)
        
        x3 = tf.layers.conv2d_transpose(x2, 128, 5, 2, 'same')
        x3 = tf.layers.batch_normalization(x3, training=is_train)
        x3 = tf.maximum(alpha * x3, x3)
        
        logits = tf.layers.conv2d_transpose(x3, out_channel_dim, 5, 2, 'same')
        out = tf.tanh(logits)
        
        return out

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(generator, tf)
Tests Passed

Loss

Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:

  • discriminator(images, reuse=False)
  • generator(z, out_channel_dim, is_train=True)
In [8]:
def model_loss(input_real, input_z, out_channel_dim):
    """
    Get the loss for the discriminator and generator
    :param input_real: Images from the real dataset
    :param input_z: Z input
    :param out_channel_dim: The number of channels in the output image
    :return: A tuple of (discriminator loss, generator loss)
    """
    # TODO: Implement Function
    
    g_model = generator(input_z, out_channel_dim)
    d_model_real, d_logits_real = discriminator(input_real)
    d_model_fake, d_logits_fake = discriminator(g_model, reuse=True)

    # Label Smoothing. Salimans et. al. 2016 recommend to only smooth the positive labels
    smooth = 0.1

    d_loss_real = tf.reduce_mean(
        tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_real, labels=tf.ones_like(d_model_real) * (1 - smooth)))
    d_loss_fake = tf.reduce_mean(
        tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.zeros_like(d_model_fake)))
    g_loss = tf.reduce_mean(
        tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.ones_like(d_model_fake)))

    d_loss = d_loss_real + d_loss_fake

    return d_loss, g_loss


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)
Tests Passed

Optimization

Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).

In [9]:
def model_opt(d_loss, g_loss, learning_rate, beta1):
    """
    Get optimization operations
    :param d_loss: Discriminator loss Tensor
    :param g_loss: Generator loss Tensor
    :param learning_rate: Learning Rate Placeholder
    :param beta1: The exponential decay rate for the 1st moment in the optimizer
    :return: A tuple of (discriminator training operation, generator training operation)
    """
    # TODO: Implement Function
    t_vars = tf.trainable_variables()
    d_vars = [var for var in t_vars if var.name.startswith('discriminator')]
    g_vars = [var for var in t_vars if var.name.startswith('generator')]
        
    ops = tf.get_collection(tf.GraphKeys.UPDATE_OPS)
    g_updates = [opt for opt in ops if opt.name.startswith('generator')]
    
    with tf.control_dependencies(g_updates):
        g_train_opt = tf.train.AdamOptimizer(
            learning_rate, beta1).minimize(g_loss, var_list=g_vars)
        d_train_opt = tf.train.AdamOptimizer(
            learning_rate, beta1=beta1).minimize(d_loss, var_list=d_vars)
        
    return d_train_opt, g_train_opt


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_opt(model_opt, tf)
Tests Passed

Neural Network Training

Show Output

Use this function to show the current output of the generator during training. It will help you determine how well the GANs is training.

In [10]:
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import numpy as np

def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
    """
    Show example output for the generator
    :param sess: TensorFlow session
    :param n_images: Number of Images to display
    :param input_z: Input Z Tensor
    :param out_channel_dim: The number of channels in the output image
    :param image_mode: The mode to use for images ("RGB" or "L")
    """
    
    
    
    
    cmap = None if image_mode == 'RGB' else 'gray'
    z_dim = input_z.get_shape().as_list()[-1]
    example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])

    samples = sess.run(
        generator(input_z, out_channel_dim, False),
        feed_dict={input_z: example_z})

    images_grid = helper.images_square_grid(samples, image_mode)
    
    # image was converted to np.array, otherwise don't work for gray scale images
    #pyplot.imshow(images_grid, cmap=cmap)
    
    # This solution was given to me by 'Itai Dror' in the Slack Chat
    
    pyplot.imshow(np.array(helper.images_square_grid(samples, image_mode)), cmap=cmap)
    
    
    pyplot.show()

Train

Implement train to build and train the GANs. Use the following functions you implemented:

  • model_inputs(image_width, image_height, image_channels, z_dim)
  • model_loss(input_real, input_z, out_channel_dim)
  • model_opt(d_loss, g_loss, learning_rate, beta1)

Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.

In [11]:
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
    """
    Train the GAN
    :param epoch_count: Number of epochs
    :param batch_size: Batch Size
    :param z_dim: Z dimension
    :param learning_rate: Learning Rate
    :param beta1: The exponential decay rate for the 1st moment in the optimizer
    :param get_batches: Function to get batches
    :param data_shape: Shape of the data
    :param data_image_mode: The image mode to use for images ("RGB" or "L")
    """
    # TODO: Build Model
    _, img_width, img_height, img_channels = data_shape
    
    real_input, z_input, lr = model_inputs(
        img_width, img_height, img_channels, z_dim)
    
    d_loss, g_loss = model_loss(real_input, z_input, img_channels)
    d_opt, g_opt = model_opt(d_loss, g_loss, learning_rate, beta1)
    
    steps = 0
    print_every = 10
    show_every = 100
    losses = []
    n_images = 25
    
    
    with tf.Session() as sess:
        sess.run(tf.global_variables_initializer())
        for epoch_i in range(epoch_count):
            for batch_images in get_batches(batch_size):
             # TODO: Train Model
                steps += 1
                batch_images *= 2.0
                z_sample = np.random.uniform(-1, 1, (batch_size, z_dim))
                
                _ = sess.run(d_opt, feed_dict={
                        real_input: batch_images, z_input: z_sample, lr: learning_rate})
                _ = sess.run(g_opt, feed_dict={
                        z_input: z_sample, lr: learning_rate})
                
                if steps % print_every == 0:
                    train_loss_d = d_loss.eval({z_input: z_sample, real_input: batch_images})
                    train_loss_g = g_loss.eval({z_input: z_sample})
                    
                    print("Epoch {}/{}...".format(epoch_i+1, epoch_count),
                          "Discriminator Loss: {:.4f}...".format(train_loss_d),
                          "Generator Loss: {:.4f}".format(train_loss_g))
                    losses.append((train_loss_d, train_loss_g))
                
                if steps % show_every == 0:
                    show_generator_output(sess, n_images, z_input, img_channels, data_image_mode)

                    
    #plot
      
    fig, ax = pyplot.subplots()
    for i, (loss_d, g_loss) in enumerate(losses):
#         scale = 200.0 * rand(n)
        ax.scatter(i, loss_d, c='red')
        ax.scatter(i, g_loss, c='blue')
    print("Red: Discriminator Loss, Ble: Generator Loss")
    pyplot.show()

MNIST

Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.

In [12]:
batch_size = 16
z_dim = 100
learning_rate = 0.0002
beta1 = 0.5


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2

mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
    train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
          mnist_dataset.shape, mnist_dataset.image_mode)
Epoch 1/2... Discriminator Loss: 0.7237... Generator Loss: 1.2118
Epoch 1/2... Discriminator Loss: 1.6683... Generator Loss: 0.3767
Epoch 1/2... Discriminator Loss: 0.5189... Generator Loss: 2.4045
Epoch 1/2... Discriminator Loss: 0.4605... Generator Loss: 2.4838
Epoch 1/2... Discriminator Loss: 0.8115... Generator Loss: 1.0498
Epoch 1/2... Discriminator Loss: 0.9422... Generator Loss: 0.8721
Epoch 1/2... Discriminator Loss: 0.7456... Generator Loss: 1.9276
Epoch 1/2... Discriminator Loss: 0.4170... Generator Loss: 7.0585
Epoch 1/2... Discriminator Loss: 0.4816... Generator Loss: 3.2120
Epoch 1/2... Discriminator Loss: 0.4400... Generator Loss: 3.0955
Epoch 1/2... Discriminator Loss: 0.6740... Generator Loss: 1.7621
Epoch 1/2... Discriminator Loss: 0.8440... Generator Loss: 5.6265
Epoch 1/2... Discriminator Loss: 0.8900... Generator Loss: 1.2756
Epoch 1/2... Discriminator Loss: 0.5689... Generator Loss: 4.6694
Epoch 1/2... Discriminator Loss: 0.4452... Generator Loss: 3.1377
Epoch 1/2... Discriminator Loss: 0.6456... Generator Loss: 3.0443
Epoch 1/2... Discriminator Loss: 0.5305... Generator Loss: 2.5497
Epoch 1/2... Discriminator Loss: 0.4017... Generator Loss: 3.3831
Epoch 1/2... Discriminator Loss: 0.4235... Generator Loss: 3.5784
Epoch 1/2... Discriminator Loss: 0.3886... Generator Loss: 3.4951
Epoch 1/2... Discriminator Loss: 0.4470... Generator Loss: 2.4830
Epoch 1/2... Discriminator Loss: 0.4255... Generator Loss: 2.7618
Epoch 1/2... Discriminator Loss: 0.4084... Generator Loss: 3.3357
Epoch 1/2... Discriminator Loss: 0.3861... Generator Loss: 3.5096
Epoch 1/2... Discriminator Loss: 0.4030... Generator Loss: 3.5160
Epoch 1/2... Discriminator Loss: 0.3843... Generator Loss: 3.5867
Epoch 1/2... Discriminator Loss: 0.3733... Generator Loss: 3.7320
Epoch 1/2... Discriminator Loss: 0.4782... Generator Loss: 2.5373
Epoch 1/2... Discriminator Loss: 0.4552... Generator Loss: 3.4076
Epoch 1/2... Discriminator Loss: 0.4236... Generator Loss: 3.5211
Epoch 1/2... Discriminator Loss: 1.0010... Generator Loss: 8.2480
Epoch 1/2... Discriminator Loss: 0.4478... Generator Loss: 2.7508
Epoch 1/2... Discriminator Loss: 0.4794... Generator Loss: 3.4031
Epoch 1/2... Discriminator Loss: 0.5162... Generator Loss: 2.7756
Epoch 1/2... Discriminator Loss: 0.7187... Generator Loss: 1.2564
Epoch 1/2... Discriminator Loss: 0.5146... Generator Loss: 2.2330
Epoch 1/2... Discriminator Loss: 0.4835... Generator Loss: 2.7279
Epoch 1/2... Discriminator Loss: 0.4541... Generator Loss: 2.8404
Epoch 1/2... Discriminator Loss: 0.6196... Generator Loss: 1.7910
Epoch 1/2... Discriminator Loss: 0.4190... Generator Loss: 5.3511
Epoch 1/2... Discriminator Loss: 0.5231... Generator Loss: 2.3384
Epoch 1/2... Discriminator Loss: 0.5314... Generator Loss: 3.3628
Epoch 1/2... Discriminator Loss: 0.6246... Generator Loss: 1.7644
Epoch 1/2... Discriminator Loss: 0.6511... Generator Loss: 1.6439
Epoch 1/2... Discriminator Loss: 0.5159... Generator Loss: 2.3954
Epoch 1/2... Discriminator Loss: 0.5242... Generator Loss: 2.1987
Epoch 1/2... Discriminator Loss: 0.4820... Generator Loss: 2.4765
Epoch 1/2... Discriminator Loss: 0.6253... Generator Loss: 2.1763
Epoch 1/2... Discriminator Loss: 0.7282... Generator Loss: 1.6720
Epoch 1/2... Discriminator Loss: 0.6071... Generator Loss: 2.8879
Epoch 1/2... Discriminator Loss: 0.6132... Generator Loss: 1.8793
Epoch 1/2... Discriminator Loss: 0.7015... Generator Loss: 1.7890
Epoch 1/2... Discriminator Loss: 0.7842... Generator Loss: 4.3030
Epoch 1/2... Discriminator Loss: 0.6694... Generator Loss: 1.5348
Epoch 1/2... Discriminator Loss: 0.5444... Generator Loss: 2.9620
Epoch 1/2... Discriminator Loss: 0.6717... Generator Loss: 3.1639
Epoch 1/2... Discriminator Loss: 0.8072... Generator Loss: 1.4684
Epoch 1/2... Discriminator Loss: 0.5609... Generator Loss: 2.0871
Epoch 1/2... Discriminator Loss: 0.4559... Generator Loss: 3.0913
Epoch 1/2... Discriminator Loss: 0.5567... Generator Loss: 2.0557
Epoch 1/2... Discriminator Loss: 0.4675... Generator Loss: 2.7748
Epoch 1/2... Discriminator Loss: 0.8298... Generator Loss: 3.8198
Epoch 1/2... Discriminator Loss: 0.4942... Generator Loss: 3.0026
Epoch 1/2... Discriminator Loss: 1.0590... Generator Loss: 0.7960
Epoch 1/2... Discriminator Loss: 0.7945... Generator Loss: 2.5137
Epoch 1/2... Discriminator Loss: 0.6025... Generator Loss: 2.9383
Epoch 1/2... Discriminator Loss: 0.7579... Generator Loss: 2.0040
Epoch 1/2... Discriminator Loss: 0.5179... Generator Loss: 2.0334
Epoch 1/2... Discriminator Loss: 0.6136... Generator Loss: 2.1189
Epoch 1/2... Discriminator Loss: 0.7124... Generator Loss: 1.8738
Epoch 1/2... Discriminator Loss: 0.9264... Generator Loss: 1.1289
Epoch 1/2... Discriminator Loss: 0.9640... Generator Loss: 2.0160
Epoch 1/2... Discriminator Loss: 0.7286... Generator Loss: 1.9458
Epoch 1/2... Discriminator Loss: 0.7015... Generator Loss: 2.2119
Epoch 1/2... Discriminator Loss: 1.1041... Generator Loss: 1.2841
Epoch 1/2... Discriminator Loss: 0.7400... Generator Loss: 1.6917
Epoch 1/2... Discriminator Loss: 0.7152... Generator Loss: 2.0376
Epoch 1/2... Discriminator Loss: 0.6037... Generator Loss: 2.4632
Epoch 1/2... Discriminator Loss: 0.4656... Generator Loss: 2.9536
Epoch 1/2... Discriminator Loss: 0.6203... Generator Loss: 2.2571
Epoch 1/2... Discriminator Loss: 0.7043... Generator Loss: 2.0390
Epoch 1/2... Discriminator Loss: 0.5770... Generator Loss: 2.5516
Epoch 1/2... Discriminator Loss: 0.9892... Generator Loss: 1.4154
Epoch 1/2... Discriminator Loss: 0.6999... Generator Loss: 1.8235
Epoch 1/2... Discriminator Loss: 1.0701... Generator Loss: 0.8287
Epoch 1/2... Discriminator Loss: 1.1373... Generator Loss: 3.0875
Epoch 1/2... Discriminator Loss: 1.0161... Generator Loss: 0.8728
Epoch 1/2... Discriminator Loss: 0.9287... Generator Loss: 1.6032
Epoch 1/2... Discriminator Loss: 0.6541... Generator Loss: 1.8716
Epoch 1/2... Discriminator Loss: 1.0927... Generator Loss: 0.7763
Epoch 1/2... Discriminator Loss: 0.9031... Generator Loss: 1.9138
Epoch 1/2... Discriminator Loss: 0.9986... Generator Loss: 1.1277
Epoch 1/2... Discriminator Loss: 0.7106... Generator Loss: 1.5738
Epoch 1/2... Discriminator Loss: 0.7078... Generator Loss: 2.2120
Epoch 1/2... Discriminator Loss: 0.9149... Generator Loss: 1.1927
Epoch 1/2... Discriminator Loss: 0.8229... Generator Loss: 1.2071
Epoch 1/2... Discriminator Loss: 0.7876... Generator Loss: 1.3271
Epoch 1/2... Discriminator Loss: 0.9651... Generator Loss: 1.2101
Epoch 1/2... Discriminator Loss: 0.8340... Generator Loss: 1.2916
Epoch 1/2... Discriminator Loss: 0.7531... Generator Loss: 1.6166
Epoch 1/2... Discriminator Loss: 0.6315... Generator Loss: 2.3458
Epoch 1/2... Discriminator Loss: 1.0882... Generator Loss: 0.9403
Epoch 1/2... Discriminator Loss: 0.8687... Generator Loss: 1.0869
Epoch 1/2... Discriminator Loss: 0.9752... Generator Loss: 1.0378
Epoch 1/2... Discriminator Loss: 0.7038... Generator Loss: 2.4461
Epoch 1/2... Discriminator Loss: 0.6319... Generator Loss: 1.8237
Epoch 1/2... Discriminator Loss: 1.3261... Generator Loss: 0.6720
Epoch 1/2... Discriminator Loss: 1.0056... Generator Loss: 0.8587
Epoch 1/2... Discriminator Loss: 0.8925... Generator Loss: 1.1213
Epoch 1/2... Discriminator Loss: 1.1633... Generator Loss: 0.7096
Epoch 1/2... Discriminator Loss: 0.6903... Generator Loss: 1.5743
Epoch 1/2... Discriminator Loss: 0.8968... Generator Loss: 1.4438
Epoch 1/2... Discriminator Loss: 1.1258... Generator Loss: 0.8048
Epoch 1/2... Discriminator Loss: 0.8099... Generator Loss: 1.6544
Epoch 1/2... Discriminator Loss: 0.9403... Generator Loss: 1.0829
Epoch 1/2... Discriminator Loss: 0.9981... Generator Loss: 1.2152
Epoch 1/2... Discriminator Loss: 0.6701... Generator Loss: 1.4435
Epoch 1/2... Discriminator Loss: 1.0620... Generator Loss: 0.9195
Epoch 1/2... Discriminator Loss: 1.0402... Generator Loss: 0.9104
Epoch 1/2... Discriminator Loss: 0.9490... Generator Loss: 2.0550
Epoch 1/2... Discriminator Loss: 1.1587... Generator Loss: 0.6782
Epoch 1/2... Discriminator Loss: 0.7246... Generator Loss: 2.0467
Epoch 1/2... Discriminator Loss: 0.7017... Generator Loss: 2.0186
Epoch 1/2... Discriminator Loss: 0.8196... Generator Loss: 1.1962
Epoch 1/2... Discriminator Loss: 0.9221... Generator Loss: 1.4990
Epoch 1/2... Discriminator Loss: 0.7482... Generator Loss: 1.4504
Epoch 1/2... Discriminator Loss: 0.9104... Generator Loss: 1.3418
Epoch 1/2... Discriminator Loss: 0.7485... Generator Loss: 1.4753
Epoch 1/2... Discriminator Loss: 0.6977... Generator Loss: 1.8580
Epoch 1/2... Discriminator Loss: 1.6800... Generator Loss: 0.3945
Epoch 1/2... Discriminator Loss: 0.8724... Generator Loss: 1.2203
Epoch 1/2... Discriminator Loss: 0.7595... Generator Loss: 1.3014
Epoch 1/2... Discriminator Loss: 0.9900... Generator Loss: 0.8838
Epoch 1/2... Discriminator Loss: 1.3023... Generator Loss: 0.6881
Epoch 1/2... Discriminator Loss: 0.8779... Generator Loss: 1.3367
Epoch 1/2... Discriminator Loss: 0.8339... Generator Loss: 1.5501
Epoch 1/2... Discriminator Loss: 0.8502... Generator Loss: 1.1389
Epoch 1/2... Discriminator Loss: 1.0830... Generator Loss: 0.9707
Epoch 1/2... Discriminator Loss: 1.0234... Generator Loss: 0.9063
Epoch 1/2... Discriminator Loss: 0.8568... Generator Loss: 1.1738
Epoch 1/2... Discriminator Loss: 0.6129... Generator Loss: 2.0886
Epoch 1/2... Discriminator Loss: 1.5159... Generator Loss: 0.5030
Epoch 1/2... Discriminator Loss: 0.8290... Generator Loss: 1.3081
Epoch 1/2... Discriminator Loss: 1.0724... Generator Loss: 0.8228
Epoch 1/2... Discriminator Loss: 1.0299... Generator Loss: 0.8703
Epoch 1/2... Discriminator Loss: 0.9669... Generator Loss: 0.8626
Epoch 1/2... Discriminator Loss: 0.9302... Generator Loss: 2.0702
Epoch 1/2... Discriminator Loss: 1.1565... Generator Loss: 0.7485
Epoch 1/2... Discriminator Loss: 0.9102... Generator Loss: 1.1209
Epoch 1/2... Discriminator Loss: 0.7541... Generator Loss: 1.6048
Epoch 1/2... Discriminator Loss: 0.7438... Generator Loss: 1.5512
Epoch 1/2... Discriminator Loss: 0.6207... Generator Loss: 1.7819
Epoch 1/2... Discriminator Loss: 1.2536... Generator Loss: 0.7787
Epoch 1/2... Discriminator Loss: 0.6493... Generator Loss: 1.6267
Epoch 1/2... Discriminator Loss: 1.0996... Generator Loss: 0.7552
Epoch 1/2... Discriminator Loss: 0.8003... Generator Loss: 1.6703
Epoch 1/2... Discriminator Loss: 0.7544... Generator Loss: 1.6368
Epoch 1/2... Discriminator Loss: 0.7024... Generator Loss: 1.5999
Epoch 1/2... Discriminator Loss: 1.5815... Generator Loss: 1.8874
Epoch 1/2... Discriminator Loss: 0.9803... Generator Loss: 1.4924
Epoch 1/2... Discriminator Loss: 0.7449... Generator Loss: 1.4277
Epoch 1/2... Discriminator Loss: 0.6505... Generator Loss: 1.6455
Epoch 1/2... Discriminator Loss: 0.6422... Generator Loss: 1.6595
Epoch 1/2... Discriminator Loss: 0.9327... Generator Loss: 1.0020
Epoch 1/2... Discriminator Loss: 0.9899... Generator Loss: 1.0231
Epoch 1/2... Discriminator Loss: 1.0718... Generator Loss: 0.8676
Epoch 1/2... Discriminator Loss: 0.9287... Generator Loss: 0.9309
Epoch 1/2... Discriminator Loss: 1.0832... Generator Loss: 0.8156
Epoch 1/2... Discriminator Loss: 0.9022... Generator Loss: 1.2484
Epoch 1/2... Discriminator Loss: 0.9985... Generator Loss: 1.0056
Epoch 1/2... Discriminator Loss: 0.9386... Generator Loss: 1.4837
Epoch 1/2... Discriminator Loss: 1.1562... Generator Loss: 0.6740
Epoch 1/2... Discriminator Loss: 0.8363... Generator Loss: 1.2798
Epoch 1/2... Discriminator Loss: 0.8718... Generator Loss: 1.7066
Epoch 1/2... Discriminator Loss: 0.8574... Generator Loss: 1.5581
Epoch 1/2... Discriminator Loss: 1.2172... Generator Loss: 2.2942
Epoch 1/2... Discriminator Loss: 0.7616... Generator Loss: 2.1860
Epoch 1/2... Discriminator Loss: 0.9023... Generator Loss: 1.2231
Epoch 1/2... Discriminator Loss: 0.7697... Generator Loss: 1.4938
Epoch 1/2... Discriminator Loss: 0.7874... Generator Loss: 1.7089
Epoch 1/2... Discriminator Loss: 1.0172... Generator Loss: 0.9094
Epoch 1/2... Discriminator Loss: 0.7409... Generator Loss: 1.2127
Epoch 1/2... Discriminator Loss: 0.7460... Generator Loss: 1.6414
Epoch 1/2... Discriminator Loss: 0.9346... Generator Loss: 1.3629
Epoch 1/2... Discriminator Loss: 1.6892... Generator Loss: 0.4198
Epoch 1/2... Discriminator Loss: 0.8042... Generator Loss: 1.2846
Epoch 1/2... Discriminator Loss: 1.1592... Generator Loss: 0.7785
Epoch 1/2... Discriminator Loss: 0.8442... Generator Loss: 1.1421
Epoch 1/2... Discriminator Loss: 0.9663... Generator Loss: 1.1207
Epoch 1/2... Discriminator Loss: 0.8235... Generator Loss: 1.1765
Epoch 1/2... Discriminator Loss: 0.6856... Generator Loss: 1.8617
Epoch 1/2... Discriminator Loss: 1.1887... Generator Loss: 0.8263
Epoch 1/2... Discriminator Loss: 0.7711... Generator Loss: 1.3715
Epoch 1/2... Discriminator Loss: 0.8661... Generator Loss: 1.0727
Epoch 1/2... Discriminator Loss: 0.8056... Generator Loss: 1.3488
Epoch 1/2... Discriminator Loss: 0.6828... Generator Loss: 1.7852
Epoch 1/2... Discriminator Loss: 1.1008... Generator Loss: 0.8069
Epoch 1/2... Discriminator Loss: 0.9529... Generator Loss: 1.3351
Epoch 1/2... Discriminator Loss: 0.6672... Generator Loss: 1.7459
Epoch 1/2... Discriminator Loss: 1.0281... Generator Loss: 0.8145
Epoch 1/2... Discriminator Loss: 0.8300... Generator Loss: 1.1299
Epoch 1/2... Discriminator Loss: 0.8522... Generator Loss: 1.2928
Epoch 1/2... Discriminator Loss: 0.8894... Generator Loss: 1.0170
Epoch 1/2... Discriminator Loss: 0.6815... Generator Loss: 1.5780
Epoch 1/2... Discriminator Loss: 1.0893... Generator Loss: 0.8003
Epoch 1/2... Discriminator Loss: 0.8596... Generator Loss: 1.0591
Epoch 1/2... Discriminator Loss: 1.0939... Generator Loss: 0.7885
Epoch 1/2... Discriminator Loss: 1.5084... Generator Loss: 0.4186
Epoch 1/2... Discriminator Loss: 0.9973... Generator Loss: 0.9472
Epoch 1/2... Discriminator Loss: 0.6703... Generator Loss: 1.5307
Epoch 1/2... Discriminator Loss: 0.6744... Generator Loss: 2.3002
Epoch 1/2... Discriminator Loss: 0.8002... Generator Loss: 1.1524
Epoch 1/2... Discriminator Loss: 0.8681... Generator Loss: 1.3490
Epoch 1/2... Discriminator Loss: 0.8099... Generator Loss: 1.3439
Epoch 1/2... Discriminator Loss: 0.6569... Generator Loss: 1.5172
Epoch 1/2... Discriminator Loss: 0.8682... Generator Loss: 1.1890
Epoch 1/2... Discriminator Loss: 0.6071... Generator Loss: 1.9376
Epoch 1/2... Discriminator Loss: 0.8431... Generator Loss: 1.0724
Epoch 1/2... Discriminator Loss: 0.6911... Generator Loss: 1.7548
Epoch 1/2... Discriminator Loss: 0.7592... Generator Loss: 1.2173
Epoch 1/2... Discriminator Loss: 0.7844... Generator Loss: 1.1785
Epoch 1/2... Discriminator Loss: 0.6742... Generator Loss: 1.9287
Epoch 1/2... Discriminator Loss: 0.9473... Generator Loss: 0.9049
Epoch 1/2... Discriminator Loss: 0.8307... Generator Loss: 1.0738
Epoch 1/2... Discriminator Loss: 0.7053... Generator Loss: 1.5158
Epoch 1/2... Discriminator Loss: 0.7023... Generator Loss: 1.6081
Epoch 1/2... Discriminator Loss: 0.6955... Generator Loss: 1.4886
Epoch 1/2... Discriminator Loss: 0.6434... Generator Loss: 1.6708
Epoch 1/2... Discriminator Loss: 1.0354... Generator Loss: 1.0102
Epoch 1/2... Discriminator Loss: 2.0816... Generator Loss: 0.3124
Epoch 1/2... Discriminator Loss: 0.9217... Generator Loss: 1.1157
Epoch 1/2... Discriminator Loss: 0.8269... Generator Loss: 1.1589
Epoch 1/2... Discriminator Loss: 0.9510... Generator Loss: 0.8270
Epoch 1/2... Discriminator Loss: 1.4268... Generator Loss: 0.4888
Epoch 1/2... Discriminator Loss: 0.5961... Generator Loss: 1.7095
Epoch 1/2... Discriminator Loss: 0.5725... Generator Loss: 1.8119
Epoch 1/2... Discriminator Loss: 0.6348... Generator Loss: 1.8641
Epoch 1/2... Discriminator Loss: 0.9010... Generator Loss: 1.1112
Epoch 1/2... Discriminator Loss: 0.7692... Generator Loss: 2.1795
Epoch 1/2... Discriminator Loss: 0.6114... Generator Loss: 1.9935
Epoch 1/2... Discriminator Loss: 0.7150... Generator Loss: 1.3378
Epoch 1/2... Discriminator Loss: 0.5699... Generator Loss: 2.1097
Epoch 1/2... Discriminator Loss: 1.2517... Generator Loss: 3.4022
Epoch 1/2... Discriminator Loss: 0.8395... Generator Loss: 1.1853
Epoch 1/2... Discriminator Loss: 0.6220... Generator Loss: 1.8684
Epoch 1/2... Discriminator Loss: 1.1838... Generator Loss: 0.7328
Epoch 1/2... Discriminator Loss: 0.8001... Generator Loss: 2.2322
Epoch 1/2... Discriminator Loss: 0.8210... Generator Loss: 1.2149
Epoch 1/2... Discriminator Loss: 0.5203... Generator Loss: 2.3916
Epoch 1/2... Discriminator Loss: 0.8910... Generator Loss: 1.1519
Epoch 1/2... Discriminator Loss: 0.9300... Generator Loss: 0.9962
Epoch 1/2... Discriminator Loss: 0.7214... Generator Loss: 1.4061
Epoch 1/2... Discriminator Loss: 0.9434... Generator Loss: 0.9384
Epoch 1/2... Discriminator Loss: 0.8310... Generator Loss: 1.1059
Epoch 1/2... Discriminator Loss: 1.0640... Generator Loss: 0.7434
Epoch 1/2... Discriminator Loss: 0.6631... Generator Loss: 2.0770
Epoch 1/2... Discriminator Loss: 0.8009... Generator Loss: 1.2298
Epoch 1/2... Discriminator Loss: 0.8481... Generator Loss: 1.4598
Epoch 1/2... Discriminator Loss: 0.6727... Generator Loss: 1.6547
Epoch 1/2... Discriminator Loss: 0.6476... Generator Loss: 2.0903
Epoch 1/2... Discriminator Loss: 0.8540... Generator Loss: 1.0937
Epoch 1/2... Discriminator Loss: 0.5302... Generator Loss: 2.2555
Epoch 1/2... Discriminator Loss: 0.6534... Generator Loss: 1.7077
Epoch 1/2... Discriminator Loss: 0.9662... Generator Loss: 0.9086
Epoch 1/2... Discriminator Loss: 0.8670... Generator Loss: 1.2097
Epoch 1/2... Discriminator Loss: 1.0448... Generator Loss: 0.8616
Epoch 1/2... Discriminator Loss: 0.7308... Generator Loss: 2.3066
Epoch 1/2... Discriminator Loss: 0.6645... Generator Loss: 1.5759
Epoch 1/2... Discriminator Loss: 0.8993... Generator Loss: 2.4548
Epoch 1/2... Discriminator Loss: 0.7148... Generator Loss: 2.1897
Epoch 1/2... Discriminator Loss: 0.8857... Generator Loss: 1.0974
Epoch 1/2... Discriminator Loss: 1.6674... Generator Loss: 0.3792
Epoch 1/2... Discriminator Loss: 0.6312... Generator Loss: 2.1727
Epoch 1/2... Discriminator Loss: 1.0213... Generator Loss: 0.9322
Epoch 1/2... Discriminator Loss: 0.5411... Generator Loss: 1.8877
Epoch 1/2... Discriminator Loss: 1.0962... Generator Loss: 0.8333
Epoch 1/2... Discriminator Loss: 0.6811... Generator Loss: 1.8950
Epoch 1/2... Discriminator Loss: 0.6384... Generator Loss: 1.6744
Epoch 1/2... Discriminator Loss: 0.9806... Generator Loss: 0.8522
Epoch 1/2... Discriminator Loss: 0.9087... Generator Loss: 0.9347
Epoch 1/2... Discriminator Loss: 0.6863... Generator Loss: 1.6844
Epoch 1/2... Discriminator Loss: 0.8159... Generator Loss: 1.7284
Epoch 1/2... Discriminator Loss: 1.0109... Generator Loss: 0.8280
Epoch 1/2... Discriminator Loss: 0.7829... Generator Loss: 1.7986
Epoch 1/2... Discriminator Loss: 0.7367... Generator Loss: 1.6598
Epoch 1/2... Discriminator Loss: 0.6112... Generator Loss: 1.6288
Epoch 1/2... Discriminator Loss: 0.7938... Generator Loss: 1.1513
Epoch 1/2... Discriminator Loss: 0.8410... Generator Loss: 1.0821
Epoch 1/2... Discriminator Loss: 0.5945... Generator Loss: 2.0328
Epoch 1/2... Discriminator Loss: 0.5758... Generator Loss: 1.9709
Epoch 1/2... Discriminator Loss: 0.5765... Generator Loss: 1.9540
Epoch 1/2... Discriminator Loss: 0.6379... Generator Loss: 1.5613
Epoch 1/2... Discriminator Loss: 0.5853... Generator Loss: 2.1525
Epoch 1/2... Discriminator Loss: 1.1524... Generator Loss: 0.6394
Epoch 1/2... Discriminator Loss: 0.6740... Generator Loss: 1.4787
Epoch 1/2... Discriminator Loss: 0.6911... Generator Loss: 1.6680
Epoch 1/2... Discriminator Loss: 0.7093... Generator Loss: 1.7140
Epoch 1/2... Discriminator Loss: 0.8962... Generator Loss: 1.5481
Epoch 1/2... Discriminator Loss: 0.7143... Generator Loss: 1.3636
Epoch 1/2... Discriminator Loss: 0.6994... Generator Loss: 1.4758
Epoch 1/2... Discriminator Loss: 0.7941... Generator Loss: 1.2030
Epoch 1/2... Discriminator Loss: 0.9329... Generator Loss: 1.0493
Epoch 1/2... Discriminator Loss: 0.4631... Generator Loss: 2.8402
Epoch 1/2... Discriminator Loss: 0.6282... Generator Loss: 1.8262
Epoch 1/2... Discriminator Loss: 0.8605... Generator Loss: 1.1820
Epoch 1/2... Discriminator Loss: 0.6623... Generator Loss: 1.7887
Epoch 1/2... Discriminator Loss: 0.7270... Generator Loss: 1.8076
Epoch 1/2... Discriminator Loss: 0.6617... Generator Loss: 1.7272
Epoch 1/2... Discriminator Loss: 1.6480... Generator Loss: 0.4127
Epoch 1/2... Discriminator Loss: 1.2921... Generator Loss: 0.6533
Epoch 1/2... Discriminator Loss: 0.9615... Generator Loss: 0.9281
Epoch 1/2... Discriminator Loss: 1.0168... Generator Loss: 0.9014
Epoch 1/2... Discriminator Loss: 0.7611... Generator Loss: 1.4887
Epoch 1/2... Discriminator Loss: 0.7844... Generator Loss: 1.2556
Epoch 1/2... Discriminator Loss: 0.7086... Generator Loss: 1.6830
Epoch 1/2... Discriminator Loss: 0.7823... Generator Loss: 1.4875
Epoch 1/2... Discriminator Loss: 0.7200... Generator Loss: 1.4195
Epoch 1/2... Discriminator Loss: 0.7153... Generator Loss: 1.3727
Epoch 1/2... Discriminator Loss: 0.7934... Generator Loss: 1.2657
Epoch 1/2... Discriminator Loss: 0.9463... Generator Loss: 1.0009
Epoch 1/2... Discriminator Loss: 1.1430... Generator Loss: 0.7345
Epoch 1/2... Discriminator Loss: 0.7135... Generator Loss: 1.4817
Epoch 1/2... Discriminator Loss: 0.8509... Generator Loss: 1.2124
Epoch 1/2... Discriminator Loss: 0.7420... Generator Loss: 1.2175
Epoch 1/2... Discriminator Loss: 0.6928... Generator Loss: 1.3301
Epoch 1/2... Discriminator Loss: 0.6487... Generator Loss: 1.4587
Epoch 1/2... Discriminator Loss: 0.6761... Generator Loss: 1.4300
Epoch 1/2... Discriminator Loss: 0.5042... Generator Loss: 2.1357
Epoch 1/2... Discriminator Loss: 0.4775... Generator Loss: 2.2846
Epoch 1/2... Discriminator Loss: 0.5924... Generator Loss: 1.7411
Epoch 1/2... Discriminator Loss: 0.5920... Generator Loss: 3.0573
Epoch 1/2... Discriminator Loss: 0.8862... Generator Loss: 1.0769
Epoch 1/2... Discriminator Loss: 0.6913... Generator Loss: 2.0757
Epoch 1/2... Discriminator Loss: 1.0931... Generator Loss: 0.7852
Epoch 1/2... Discriminator Loss: 0.6176... Generator Loss: 1.6254
Epoch 1/2... Discriminator Loss: 0.5378... Generator Loss: 2.0571
Epoch 1/2... Discriminator Loss: 0.6154... Generator Loss: 1.7026
Epoch 1/2... Discriminator Loss: 0.7144... Generator Loss: 1.3530
Epoch 1/2... Discriminator Loss: 1.0763... Generator Loss: 0.8366
Epoch 1/2... Discriminator Loss: 0.5661... Generator Loss: 1.8751
Epoch 1/2... Discriminator Loss: 0.9417... Generator Loss: 0.9327
Epoch 1/2... Discriminator Loss: 0.6153... Generator Loss: 1.6618
Epoch 1/2... Discriminator Loss: 1.6858... Generator Loss: 4.5777
Epoch 1/2... Discriminator Loss: 0.4123... Generator Loss: 3.1876
Epoch 1/2... Discriminator Loss: 0.8725... Generator Loss: 1.4491
Epoch 1/2... Discriminator Loss: 1.0166... Generator Loss: 0.9467
Epoch 1/2... Discriminator Loss: 0.4240... Generator Loss: 3.2872
Epoch 1/2... Discriminator Loss: 0.7957... Generator Loss: 1.6342
Epoch 1/2... Discriminator Loss: 0.6290... Generator Loss: 1.8969
Epoch 1/2... Discriminator Loss: 0.5853... Generator Loss: 1.7947
Epoch 1/2... Discriminator Loss: 0.4230... Generator Loss: 2.9220
Epoch 1/2... Discriminator Loss: 0.5481... Generator Loss: 1.7531
Epoch 1/2... Discriminator Loss: 1.0272... Generator Loss: 1.3190
Epoch 1/2... Discriminator Loss: 0.7391... Generator Loss: 1.4618
Epoch 1/2... Discriminator Loss: 0.5633... Generator Loss: 1.8250
Epoch 1/2... Discriminator Loss: 0.5968... Generator Loss: 1.9695
Epoch 1/2... Discriminator Loss: 1.3396... Generator Loss: 0.6768
Epoch 1/2... Discriminator Loss: 0.8878... Generator Loss: 1.1683
Epoch 1/2... Discriminator Loss: 0.6314... Generator Loss: 1.6580
Epoch 1/2... Discriminator Loss: 0.5529... Generator Loss: 2.0560
Epoch 1/2... Discriminator Loss: 0.7332... Generator Loss: 1.4530
Epoch 1/2... Discriminator Loss: 0.6837... Generator Loss: 1.5084
Epoch 1/2... Discriminator Loss: 0.8815... Generator Loss: 1.2733
Epoch 1/2... Discriminator Loss: 0.6229... Generator Loss: 1.9036
Epoch 1/2... Discriminator Loss: 1.0131... Generator Loss: 0.9190
Epoch 1/2... Discriminator Loss: 0.6725... Generator Loss: 1.4667
Epoch 1/2... Discriminator Loss: 0.6667... Generator Loss: 2.1960
Epoch 1/2... Discriminator Loss: 0.6281... Generator Loss: 1.7228
Epoch 1/2... Discriminator Loss: 0.8232... Generator Loss: 1.1813
Epoch 1/2... Discriminator Loss: 0.8216... Generator Loss: 1.1606
Epoch 1/2... Discriminator Loss: 0.6485... Generator Loss: 1.5518
Epoch 1/2... Discriminator Loss: 0.9997... Generator Loss: 0.8696
Epoch 1/2... Discriminator Loss: 0.6658... Generator Loss: 1.5195
Epoch 1/2... Discriminator Loss: 0.6541... Generator Loss: 1.5572
Epoch 1/2... Discriminator Loss: 0.5688... Generator Loss: 1.9710
Epoch 2/2... Discriminator Loss: 0.5497... Generator Loss: 2.3314
Epoch 2/2... Discriminator Loss: 0.7647... Generator Loss: 3.7560
Epoch 2/2... Discriminator Loss: 0.6447... Generator Loss: 1.6417
Epoch 2/2... Discriminator Loss: 0.9283... Generator Loss: 1.0233
Epoch 2/2... Discriminator Loss: 0.6809... Generator Loss: 1.4034
Epoch 2/2... Discriminator Loss: 0.7504... Generator Loss: 1.2081
Epoch 2/2... Discriminator Loss: 0.8331... Generator Loss: 1.1659
Epoch 2/2... Discriminator Loss: 0.6897... Generator Loss: 1.9619
Epoch 2/2... Discriminator Loss: 0.7153... Generator Loss: 1.4173
Epoch 2/2... Discriminator Loss: 0.6530... Generator Loss: 1.5029
Epoch 2/2... Discriminator Loss: 1.2196... Generator Loss: 0.6620
Epoch 2/2... Discriminator Loss: 1.1448... Generator Loss: 0.7304
Epoch 2/2... Discriminator Loss: 0.7180... Generator Loss: 1.4220
Epoch 2/2... Discriminator Loss: 0.5480... Generator Loss: 2.0271
Epoch 2/2... Discriminator Loss: 0.7737... Generator Loss: 1.3474
Epoch 2/2... Discriminator Loss: 0.7371... Generator Loss: 1.3873
Epoch 2/2... Discriminator Loss: 0.8386... Generator Loss: 1.2067
Epoch 2/2... Discriminator Loss: 0.5010... Generator Loss: 2.1741
Epoch 2/2... Discriminator Loss: 0.6991... Generator Loss: 2.4929
Epoch 2/2... Discriminator Loss: 0.8777... Generator Loss: 1.1810
Epoch 2/2... Discriminator Loss: 0.9338... Generator Loss: 1.0385
Epoch 2/2... Discriminator Loss: 0.6598... Generator Loss: 1.4975
Epoch 2/2... Discriminator Loss: 0.7417... Generator Loss: 1.3800
Epoch 2/2... Discriminator Loss: 0.7095... Generator Loss: 1.4892
Epoch 2/2... Discriminator Loss: 0.7211... Generator Loss: 1.3329
Epoch 2/2... Discriminator Loss: 0.5914... Generator Loss: 2.3990
Epoch 2/2... Discriminator Loss: 0.8321... Generator Loss: 1.1967
Epoch 2/2... Discriminator Loss: 0.8055... Generator Loss: 1.1728
Epoch 2/2... Discriminator Loss: 0.6119... Generator Loss: 1.6701
Epoch 2/2... Discriminator Loss: 0.7391... Generator Loss: 1.2093
Epoch 2/2... Discriminator Loss: 0.5013... Generator Loss: 2.1846
Epoch 2/2... Discriminator Loss: 0.6187... Generator Loss: 1.6943
Epoch 2/2... Discriminator Loss: 0.6444... Generator Loss: 1.7425
Epoch 2/2... Discriminator Loss: 0.8055... Generator Loss: 1.1504
Epoch 2/2... Discriminator Loss: 0.4781... Generator Loss: 2.3360
Epoch 2/2... Discriminator Loss: 1.3103... Generator Loss: 0.6162
Epoch 2/2... Discriminator Loss: 1.2650... Generator Loss: 0.7090
Epoch 2/2... Discriminator Loss: 0.6915... Generator Loss: 1.4179
Epoch 2/2... Discriminator Loss: 0.7138... Generator Loss: 1.6879
Epoch 2/2... Discriminator Loss: 0.7132... Generator Loss: 1.4525
Epoch 2/2... Discriminator Loss: 0.6147... Generator Loss: 2.0355
Epoch 2/2... Discriminator Loss: 2.1297... Generator Loss: 0.2739
Epoch 2/2... Discriminator Loss: 0.9600... Generator Loss: 1.1134
Epoch 2/2... Discriminator Loss: 0.4861... Generator Loss: 2.6149
Epoch 2/2... Discriminator Loss: 0.5740... Generator Loss: 1.8907
Epoch 2/2... Discriminator Loss: 0.8209... Generator Loss: 1.2371
Epoch 2/2... Discriminator Loss: 0.9162... Generator Loss: 0.9151
Epoch 2/2... Discriminator Loss: 1.3002... Generator Loss: 0.6232
Epoch 2/2... Discriminator Loss: 0.6793... Generator Loss: 1.6532
Epoch 2/2... Discriminator Loss: 1.1534... Generator Loss: 0.6734
Epoch 2/2... Discriminator Loss: 0.4286... Generator Loss: 2.7707
Epoch 2/2... Discriminator Loss: 0.5601... Generator Loss: 1.9017
Epoch 2/2... Discriminator Loss: 0.5682... Generator Loss: 2.0561
Epoch 2/2... Discriminator Loss: 0.8497... Generator Loss: 1.0551
Epoch 2/2... Discriminator Loss: 1.7216... Generator Loss: 0.4056
Epoch 2/2... Discriminator Loss: 0.5646... Generator Loss: 1.8145
Epoch 2/2... Discriminator Loss: 0.6267... Generator Loss: 1.8645
Epoch 2/2... Discriminator Loss: 1.4912... Generator Loss: 0.5062
Epoch 2/2... Discriminator Loss: 0.7756... Generator Loss: 1.3627
Epoch 2/2... Discriminator Loss: 0.8158... Generator Loss: 1.1865
Epoch 2/2... Discriminator Loss: 0.7419... Generator Loss: 1.4268
Epoch 2/2... Discriminator Loss: 1.0423... Generator Loss: 0.8742
Epoch 2/2... Discriminator Loss: 0.4821... Generator Loss: 2.3878
Epoch 2/2... Discriminator Loss: 0.9049... Generator Loss: 1.1358
Epoch 2/2... Discriminator Loss: 0.7107... Generator Loss: 1.4285
Epoch 2/2... Discriminator Loss: 0.8170... Generator Loss: 1.2115
Epoch 2/2... Discriminator Loss: 0.7368... Generator Loss: 1.4361
Epoch 2/2... Discriminator Loss: 1.0500... Generator Loss: 0.8383
Epoch 2/2... Discriminator Loss: 0.5895... Generator Loss: 1.9885
Epoch 2/2... Discriminator Loss: 0.7352... Generator Loss: 1.2443
Epoch 2/2... Discriminator Loss: 0.6620... Generator Loss: 1.4883
Epoch 2/2... Discriminator Loss: 0.6862... Generator Loss: 1.5972
Epoch 2/2... Discriminator Loss: 1.0207... Generator Loss: 0.9197
Epoch 2/2... Discriminator Loss: 0.6974... Generator Loss: 1.3853
Epoch 2/2... Discriminator Loss: 0.7792... Generator Loss: 1.2126
Epoch 2/2... Discriminator Loss: 0.5920... Generator Loss: 1.7516
Epoch 2/2... Discriminator Loss: 0.5058... Generator Loss: 2.8389
Epoch 2/2... Discriminator Loss: 0.6117... Generator Loss: 1.6993
Epoch 2/2... Discriminator Loss: 0.8231... Generator Loss: 1.1774
Epoch 2/2... Discriminator Loss: 0.6056... Generator Loss: 1.9005
Epoch 2/2... Discriminator Loss: 0.7521... Generator Loss: 1.3973
Epoch 2/2... Discriminator Loss: 1.4951... Generator Loss: 4.1507
Epoch 2/2... Discriminator Loss: 0.6852... Generator Loss: 2.2412
Epoch 2/2... Discriminator Loss: 0.5726... Generator Loss: 1.7956
Epoch 2/2... Discriminator Loss: 0.6819... Generator Loss: 1.6274
Epoch 2/2... Discriminator Loss: 0.8257... Generator Loss: 1.0735
Epoch 2/2... Discriminator Loss: 0.7959... Generator Loss: 1.3611
Epoch 2/2... Discriminator Loss: 0.5942... Generator Loss: 1.7695
Epoch 2/2... Discriminator Loss: 0.6119... Generator Loss: 1.6055
Epoch 2/2... Discriminator Loss: 1.0726... Generator Loss: 0.7741
Epoch 2/2... Discriminator Loss: 0.8470... Generator Loss: 1.3982
Epoch 2/2... Discriminator Loss: 0.6024... Generator Loss: 2.0804
Epoch 2/2... Discriminator Loss: 0.7031... Generator Loss: 2.0936
Epoch 2/2... Discriminator Loss: 0.7144... Generator Loss: 1.3652
Epoch 2/2... Discriminator Loss: 0.4646... Generator Loss: 2.5111
Epoch 2/2... Discriminator Loss: 0.7009... Generator Loss: 1.7807
Epoch 2/2... Discriminator Loss: 0.6602... Generator Loss: 1.6685
Epoch 2/2... Discriminator Loss: 1.8596... Generator Loss: 0.4109
Epoch 2/2... Discriminator Loss: 0.6663... Generator Loss: 1.4377
Epoch 2/2... Discriminator Loss: 0.7817... Generator Loss: 1.1194
Epoch 2/2... Discriminator Loss: 0.8073... Generator Loss: 2.6870
Epoch 2/2... Discriminator Loss: 0.8829... Generator Loss: 1.2848
Epoch 2/2... Discriminator Loss: 1.2444... Generator Loss: 0.7271
Epoch 2/2... Discriminator Loss: 0.6046... Generator Loss: 1.7346
Epoch 2/2... Discriminator Loss: 0.7294... Generator Loss: 1.3237
Epoch 2/2... Discriminator Loss: 0.6324... Generator Loss: 1.6086
Epoch 2/2... Discriminator Loss: 0.4760... Generator Loss: 2.4007
Epoch 2/2... Discriminator Loss: 0.7333... Generator Loss: 1.3666
Epoch 2/2... Discriminator Loss: 0.5471... Generator Loss: 2.4747
Epoch 2/2... Discriminator Loss: 0.5931... Generator Loss: 1.8262
Epoch 2/2... Discriminator Loss: 0.6490... Generator Loss: 1.7818
Epoch 2/2... Discriminator Loss: 0.5534... Generator Loss: 1.9572
Epoch 2/2... Discriminator Loss: 0.9138... Generator Loss: 0.8486
Epoch 2/2... Discriminator Loss: 0.4953... Generator Loss: 2.3540
Epoch 2/2... Discriminator Loss: 1.8707... Generator Loss: 0.3556
Epoch 2/2... Discriminator Loss: 0.4947... Generator Loss: 2.2316
Epoch 2/2... Discriminator Loss: 0.8344... Generator Loss: 1.0663
Epoch 2/2... Discriminator Loss: 0.4303... Generator Loss: 3.2226
Epoch 2/2... Discriminator Loss: 0.8580... Generator Loss: 1.1212
Epoch 2/2... Discriminator Loss: 0.8190... Generator Loss: 1.3029
Epoch 2/2... Discriminator Loss: 0.7262... Generator Loss: 1.4012
Epoch 2/2... Discriminator Loss: 1.0434... Generator Loss: 0.9066
Epoch 2/2... Discriminator Loss: 0.5629... Generator Loss: 2.0481
Epoch 2/2... Discriminator Loss: 0.8265... Generator Loss: 1.2683
Epoch 2/2... Discriminator Loss: 0.7822... Generator Loss: 1.9579
Epoch 2/2... Discriminator Loss: 0.9240... Generator Loss: 0.9721
Epoch 2/2... Discriminator Loss: 0.6313... Generator Loss: 2.0312
Epoch 2/2... Discriminator Loss: 0.8428... Generator Loss: 1.9402
Epoch 2/2... Discriminator Loss: 0.6161... Generator Loss: 1.8821
Epoch 2/2... Discriminator Loss: 0.8382... Generator Loss: 1.3807
Epoch 2/2... Discriminator Loss: 0.8848... Generator Loss: 1.0517
Epoch 2/2... Discriminator Loss: 0.6866... Generator Loss: 1.4434
Epoch 2/2... Discriminator Loss: 0.5288... Generator Loss: 2.2327
Epoch 2/2... Discriminator Loss: 1.9919... Generator Loss: 0.2684
Epoch 2/2... Discriminator Loss: 1.1525... Generator Loss: 0.6990
Epoch 2/2... Discriminator Loss: 0.6320... Generator Loss: 1.5995
Epoch 2/2... Discriminator Loss: 0.6541... Generator Loss: 1.4524
Epoch 2/2... Discriminator Loss: 1.0567... Generator Loss: 0.7809
Epoch 2/2... Discriminator Loss: 0.5779... Generator Loss: 1.8789
Epoch 2/2... Discriminator Loss: 0.5880... Generator Loss: 1.9815
Epoch 2/2... Discriminator Loss: 0.5601... Generator Loss: 1.9112
Epoch 2/2... Discriminator Loss: 1.0121... Generator Loss: 0.8454
Epoch 2/2... Discriminator Loss: 0.5542... Generator Loss: 1.9321
Epoch 2/2... Discriminator Loss: 0.7432... Generator Loss: 1.4584
Epoch 2/2... Discriminator Loss: 0.7147... Generator Loss: 1.3862
Epoch 2/2... Discriminator Loss: 0.8018... Generator Loss: 1.1582
Epoch 2/2... Discriminator Loss: 0.6779... Generator Loss: 1.5074
Epoch 2/2... Discriminator Loss: 0.6190... Generator Loss: 1.6230
Epoch 2/2... Discriminator Loss: 0.6121... Generator Loss: 1.7436
Epoch 2/2... Discriminator Loss: 1.2274... Generator Loss: 0.7990
Epoch 2/2... Discriminator Loss: 0.6147... Generator Loss: 1.6385
Epoch 2/2... Discriminator Loss: 0.5468... Generator Loss: 1.9783
Epoch 2/2... Discriminator Loss: 1.0026... Generator Loss: 0.8575
Epoch 2/2... Discriminator Loss: 1.2666... Generator Loss: 0.6537
Epoch 2/2... Discriminator Loss: 0.5958... Generator Loss: 2.1503
Epoch 2/2... Discriminator Loss: 0.9891... Generator Loss: 0.9751
Epoch 2/2... Discriminator Loss: 1.1463... Generator Loss: 0.6930
Epoch 2/2... Discriminator Loss: 1.0388... Generator Loss: 0.9079
Epoch 2/2... Discriminator Loss: 0.7203... Generator Loss: 1.3183
Epoch 2/2... Discriminator Loss: 0.7281... Generator Loss: 1.2286
Epoch 2/2... Discriminator Loss: 0.6358... Generator Loss: 1.6635
Epoch 2/2... Discriminator Loss: 0.6977... Generator Loss: 1.6382
Epoch 2/2... Discriminator Loss: 0.4618... Generator Loss: 2.2891
Epoch 2/2... Discriminator Loss: 0.7291... Generator Loss: 1.4566
Epoch 2/2... Discriminator Loss: 0.9128... Generator Loss: 1.0034
Epoch 2/2... Discriminator Loss: 0.8175... Generator Loss: 1.2049
Epoch 2/2... Discriminator Loss: 0.6148... Generator Loss: 1.5315
Epoch 2/2... Discriminator Loss: 0.6726... Generator Loss: 1.4818
Epoch 2/2... Discriminator Loss: 0.6871... Generator Loss: 1.4216
Epoch 2/2... Discriminator Loss: 0.8945... Generator Loss: 1.0074
Epoch 2/2... Discriminator Loss: 0.8197... Generator Loss: 1.1803
Epoch 2/2... Discriminator Loss: 0.7374... Generator Loss: 1.3637
Epoch 2/2... Discriminator Loss: 0.9443... Generator Loss: 0.9092
Epoch 2/2... Discriminator Loss: 0.5345... Generator Loss: 1.9695
Epoch 2/2... Discriminator Loss: 0.6013... Generator Loss: 1.7488
Epoch 2/2... Discriminator Loss: 1.1018... Generator Loss: 0.8041
Epoch 2/2... Discriminator Loss: 0.8510... Generator Loss: 1.1332
Epoch 2/2... Discriminator Loss: 0.7448... Generator Loss: 1.4430
Epoch 2/2... Discriminator Loss: 0.6417... Generator Loss: 1.6772
Epoch 2/2... Discriminator Loss: 0.7176... Generator Loss: 1.7596
Epoch 2/2... Discriminator Loss: 0.5802... Generator Loss: 1.9383
Epoch 2/2... Discriminator Loss: 0.7968... Generator Loss: 1.3125
Epoch 2/2... Discriminator Loss: 0.7506... Generator Loss: 1.3323
Epoch 2/2... Discriminator Loss: 0.9810... Generator Loss: 0.8284
Epoch 2/2... Discriminator Loss: 1.6068... Generator Loss: 0.4871
Epoch 2/2... Discriminator Loss: 0.9948... Generator Loss: 2.7766
Epoch 2/2... Discriminator Loss: 0.6170... Generator Loss: 1.9499
Epoch 2/2... Discriminator Loss: 0.6300... Generator Loss: 1.5548
Epoch 2/2... Discriminator Loss: 1.7403... Generator Loss: 0.4847
Epoch 2/2... Discriminator Loss: 0.5507... Generator Loss: 1.9613
Epoch 2/2... Discriminator Loss: 0.4595... Generator Loss: 2.8055
Epoch 2/2... Discriminator Loss: 0.6506... Generator Loss: 1.4937
Epoch 2/2... Discriminator Loss: 0.8044... Generator Loss: 1.2497
Epoch 2/2... Discriminator Loss: 2.1572... Generator Loss: 0.3093
Epoch 2/2... Discriminator Loss: 0.6861... Generator Loss: 1.3528
Epoch 2/2... Discriminator Loss: 0.5512... Generator Loss: 2.2679
Epoch 2/2... Discriminator Loss: 0.9697... Generator Loss: 0.8828
Epoch 2/2... Discriminator Loss: 1.0554... Generator Loss: 0.7579
Epoch 2/2... Discriminator Loss: 0.8826... Generator Loss: 1.1065
Epoch 2/2... Discriminator Loss: 0.6650... Generator Loss: 1.5606
Epoch 2/2... Discriminator Loss: 0.7061... Generator Loss: 1.5492
Epoch 2/2... Discriminator Loss: 0.6051... Generator Loss: 1.6883
Epoch 2/2... Discriminator Loss: 0.5023... Generator Loss: 2.4399
Epoch 2/2... Discriminator Loss: 0.6333... Generator Loss: 1.6376
Epoch 2/2... Discriminator Loss: 0.7509... Generator Loss: 1.2399
Epoch 2/2... Discriminator Loss: 0.6988... Generator Loss: 1.3012
Epoch 2/2... Discriminator Loss: 0.5907... Generator Loss: 1.7305
Epoch 2/2... Discriminator Loss: 2.0128... Generator Loss: 0.2722
Epoch 2/2... Discriminator Loss: 1.0198... Generator Loss: 0.9143
Epoch 2/2... Discriminator Loss: 0.4112... Generator Loss: 2.9006
Epoch 2/2... Discriminator Loss: 0.6731... Generator Loss: 1.5474
Epoch 2/2... Discriminator Loss: 0.7365... Generator Loss: 1.3346
Epoch 2/2... Discriminator Loss: 0.6884... Generator Loss: 1.7305
Epoch 2/2... Discriminator Loss: 0.6589... Generator Loss: 1.4040
Epoch 2/2... Discriminator Loss: 0.7216... Generator Loss: 1.4286
Epoch 2/2... Discriminator Loss: 1.1012... Generator Loss: 0.7215
Epoch 2/2... Discriminator Loss: 0.6084... Generator Loss: 1.7407
Epoch 2/2... Discriminator Loss: 0.7421... Generator Loss: 1.3951
Epoch 2/2... Discriminator Loss: 0.4609... Generator Loss: 2.9064
Epoch 2/2... Discriminator Loss: 0.5133... Generator Loss: 2.4876
Epoch 2/2... Discriminator Loss: 0.8339... Generator Loss: 1.1552
Epoch 2/2... Discriminator Loss: 0.6554... Generator Loss: 1.9325
Epoch 2/2... Discriminator Loss: 0.6236... Generator Loss: 2.1300
Epoch 2/2... Discriminator Loss: 0.8802... Generator Loss: 1.1600
Epoch 2/2... Discriminator Loss: 0.5644... Generator Loss: 1.8113
Epoch 2/2... Discriminator Loss: 0.4536... Generator Loss: 2.5461
Epoch 2/2... Discriminator Loss: 0.6938... Generator Loss: 1.4827
Epoch 2/2... Discriminator Loss: 0.8501... Generator Loss: 1.1425
Epoch 2/2... Discriminator Loss: 0.5827... Generator Loss: 1.8601
Epoch 2/2... Discriminator Loss: 0.9818... Generator Loss: 0.8346
Epoch 2/2... Discriminator Loss: 0.6995... Generator Loss: 1.4002
Epoch 2/2... Discriminator Loss: 0.6969... Generator Loss: 1.2972
Epoch 2/2... Discriminator Loss: 0.6914... Generator Loss: 1.2957
Epoch 2/2... Discriminator Loss: 0.8151... Generator Loss: 1.3308
Epoch 2/2... Discriminator Loss: 0.5817... Generator Loss: 1.7626
Epoch 2/2... Discriminator Loss: 0.7390... Generator Loss: 1.4727
Epoch 2/2... Discriminator Loss: 0.4212... Generator Loss: 3.2340
Epoch 2/2... Discriminator Loss: 0.4597... Generator Loss: 2.3340
Epoch 2/2... Discriminator Loss: 0.5459... Generator Loss: 1.8334
Epoch 2/2... Discriminator Loss: 0.5530... Generator Loss: 1.7742
Epoch 2/2... Discriminator Loss: 0.7728... Generator Loss: 1.1533
Epoch 2/2... Discriminator Loss: 0.8805... Generator Loss: 1.1409
Epoch 2/2... Discriminator Loss: 0.8419... Generator Loss: 1.0434
Epoch 2/2... Discriminator Loss: 0.6122... Generator Loss: 2.1387
Epoch 2/2... Discriminator Loss: 0.6118... Generator Loss: 1.7992
Epoch 2/2... Discriminator Loss: 1.1534... Generator Loss: 0.7742
Epoch 2/2... Discriminator Loss: 0.5283... Generator Loss: 3.9125
Epoch 2/2... Discriminator Loss: 0.6774... Generator Loss: 1.4677
Epoch 2/2... Discriminator Loss: 0.8852... Generator Loss: 1.1588
Epoch 2/2... Discriminator Loss: 0.6542... Generator Loss: 1.6005
Epoch 2/2... Discriminator Loss: 0.5553... Generator Loss: 1.9305
Epoch 2/2... Discriminator Loss: 0.4561... Generator Loss: 2.6960
Epoch 2/2... Discriminator Loss: 0.7404... Generator Loss: 1.3280
Epoch 2/2... Discriminator Loss: 1.0031... Generator Loss: 0.8890
Epoch 2/2... Discriminator Loss: 0.5852... Generator Loss: 1.7878
Epoch 2/2... Discriminator Loss: 0.5351... Generator Loss: 2.3246
Epoch 2/2... Discriminator Loss: 0.7510... Generator Loss: 1.2819
Epoch 2/2... Discriminator Loss: 0.9120... Generator Loss: 1.1399
Epoch 2/2... Discriminator Loss: 0.5578... Generator Loss: 1.9743
Epoch 2/2... Discriminator Loss: 0.7112... Generator Loss: 1.3364
Epoch 2/2... Discriminator Loss: 0.5772... Generator Loss: 1.8823
Epoch 2/2... Discriminator Loss: 1.3123... Generator Loss: 1.0374
Epoch 2/2... Discriminator Loss: 0.6338... Generator Loss: 2.0575
Epoch 2/2... Discriminator Loss: 1.0498... Generator Loss: 0.9838
Epoch 2/2... Discriminator Loss: 0.4510... Generator Loss: 2.7696
Epoch 2/2... Discriminator Loss: 1.3794... Generator Loss: 0.5999
Epoch 2/2... Discriminator Loss: 0.5669... Generator Loss: 2.9301
Epoch 2/2... Discriminator Loss: 0.5196... Generator Loss: 1.9827
Epoch 2/2... Discriminator Loss: 0.8064... Generator Loss: 1.1342
Epoch 2/2... Discriminator Loss: 0.7618... Generator Loss: 2.8220
Epoch 2/2... Discriminator Loss: 0.5961... Generator Loss: 1.8676
Epoch 2/2... Discriminator Loss: 1.6540... Generator Loss: 0.4196
Epoch 2/2... Discriminator Loss: 0.5021... Generator Loss: 2.1337
Epoch 2/2... Discriminator Loss: 0.8242... Generator Loss: 1.0712
Epoch 2/2... Discriminator Loss: 0.5044... Generator Loss: 2.1309
Epoch 2/2... Discriminator Loss: 0.7082... Generator Loss: 1.4474
Epoch 2/2... Discriminator Loss: 0.9123... Generator Loss: 0.9205
Epoch 2/2... Discriminator Loss: 0.9981... Generator Loss: 0.9215
Epoch 2/2... Discriminator Loss: 0.6085... Generator Loss: 1.7024
Epoch 2/2... Discriminator Loss: 0.6707... Generator Loss: 1.4596
Epoch 2/2... Discriminator Loss: 0.7188... Generator Loss: 1.3211
Epoch 2/2... Discriminator Loss: 0.6761... Generator Loss: 1.3734
Epoch 2/2... Discriminator Loss: 0.7244... Generator Loss: 1.3081
Epoch 2/2... Discriminator Loss: 0.7808... Generator Loss: 1.2122
Epoch 2/2... Discriminator Loss: 0.9988... Generator Loss: 0.8595
Epoch 2/2... Discriminator Loss: 0.6061... Generator Loss: 1.7569
Epoch 2/2... Discriminator Loss: 0.5732... Generator Loss: 1.9378
Epoch 2/2... Discriminator Loss: 0.5035... Generator Loss: 2.4425
Epoch 2/2... Discriminator Loss: 0.5071... Generator Loss: 2.1190
Epoch 2/2... Discriminator Loss: 0.4182... Generator Loss: 3.0358
Epoch 2/2... Discriminator Loss: 0.5149... Generator Loss: 2.0323
Epoch 2/2... Discriminator Loss: 0.5074... Generator Loss: 2.0830
Epoch 2/2... Discriminator Loss: 0.6087... Generator Loss: 1.8479
Epoch 2/2... Discriminator Loss: 0.7930... Generator Loss: 2.5670
Epoch 2/2... Discriminator Loss: 0.6819... Generator Loss: 1.5079
Epoch 2/2... Discriminator Loss: 0.5241... Generator Loss: 2.4813
Epoch 2/2... Discriminator Loss: 0.5951... Generator Loss: 1.7877
Epoch 2/2... Discriminator Loss: 0.8358... Generator Loss: 1.2697
Epoch 2/2... Discriminator Loss: 0.8273... Generator Loss: 2.6175
Epoch 2/2... Discriminator Loss: 0.7295... Generator Loss: 1.4416
Epoch 2/2... Discriminator Loss: 0.7531... Generator Loss: 4.6757
Epoch 2/2... Discriminator Loss: 0.7993... Generator Loss: 2.0010
Epoch 2/2... Discriminator Loss: 0.6081... Generator Loss: 1.7814
Epoch 2/2... Discriminator Loss: 0.4820... Generator Loss: 2.5575
Epoch 2/2... Discriminator Loss: 0.9722... Generator Loss: 0.8321
Epoch 2/2... Discriminator Loss: 0.7517... Generator Loss: 1.3244
Epoch 2/2... Discriminator Loss: 0.9099... Generator Loss: 1.1161
Epoch 2/2... Discriminator Loss: 0.4917... Generator Loss: 2.2511
Epoch 2/2... Discriminator Loss: 1.0780... Generator Loss: 0.7931
Epoch 2/2... Discriminator Loss: 0.7281... Generator Loss: 1.4798
Epoch 2/2... Discriminator Loss: 0.6374... Generator Loss: 1.7585
Epoch 2/2... Discriminator Loss: 1.1572... Generator Loss: 0.7669
Epoch 2/2... Discriminator Loss: 0.6229... Generator Loss: 2.5136
Epoch 2/2... Discriminator Loss: 1.1031... Generator Loss: 0.8466
Epoch 2/2... Discriminator Loss: 0.7289... Generator Loss: 1.4041
Epoch 2/2... Discriminator Loss: 0.5558... Generator Loss: 2.0194
Epoch 2/2... Discriminator Loss: 0.6254... Generator Loss: 1.6332
Epoch 2/2... Discriminator Loss: 0.6557... Generator Loss: 1.6125
Epoch 2/2... Discriminator Loss: 0.4922... Generator Loss: 2.5805
Epoch 2/2... Discriminator Loss: 0.7546... Generator Loss: 1.2776
Epoch 2/2... Discriminator Loss: 0.5856... Generator Loss: 1.8626
Epoch 2/2... Discriminator Loss: 0.6956... Generator Loss: 1.4340
Epoch 2/2... Discriminator Loss: 0.7581... Generator Loss: 1.4576
Epoch 2/2... Discriminator Loss: 0.8097... Generator Loss: 1.1480
Epoch 2/2... Discriminator Loss: 0.7317... Generator Loss: 1.3130
Epoch 2/2... Discriminator Loss: 0.5271... Generator Loss: 2.1472
Epoch 2/2... Discriminator Loss: 0.7297... Generator Loss: 1.4044
Epoch 2/2... Discriminator Loss: 0.5323... Generator Loss: 2.0305
Epoch 2/2... Discriminator Loss: 0.6862... Generator Loss: 1.5968
Epoch 2/2... Discriminator Loss: 0.4202... Generator Loss: 2.9949
Epoch 2/2... Discriminator Loss: 0.7471... Generator Loss: 1.2798
Epoch 2/2... Discriminator Loss: 0.6791... Generator Loss: 1.5455
Epoch 2/2... Discriminator Loss: 0.5365... Generator Loss: 2.0062
Epoch 2/2... Discriminator Loss: 0.7211... Generator Loss: 1.3747
Epoch 2/2... Discriminator Loss: 0.4826... Generator Loss: 2.3970
Epoch 2/2... Discriminator Loss: 0.3781... Generator Loss: 3.4144
Epoch 2/2... Discriminator Loss: 0.6084... Generator Loss: 1.9775
Epoch 2/2... Discriminator Loss: 1.4544... Generator Loss: 0.6590
Epoch 2/2... Discriminator Loss: 1.2117... Generator Loss: 0.6182
Epoch 2/2... Discriminator Loss: 0.6675... Generator Loss: 1.5694
Epoch 2/2... Discriminator Loss: 0.6167... Generator Loss: 1.9076
Epoch 2/2... Discriminator Loss: 0.4734... Generator Loss: 2.4063
Epoch 2/2... Discriminator Loss: 1.4828... Generator Loss: 4.4935
Epoch 2/2... Discriminator Loss: 0.5284... Generator Loss: 2.5577
Epoch 2/2... Discriminator Loss: 0.5244... Generator Loss: 1.9953
Epoch 2/2... Discriminator Loss: 0.7401... Generator Loss: 1.2459
Epoch 2/2... Discriminator Loss: 0.4767... Generator Loss: 2.4014
Epoch 2/2... Discriminator Loss: 0.7574... Generator Loss: 1.1993
Epoch 2/2... Discriminator Loss: 0.5984... Generator Loss: 1.9981
Epoch 2/2... Discriminator Loss: 0.4266... Generator Loss: 2.8167
Epoch 2/2... Discriminator Loss: 0.6721... Generator Loss: 1.7808
Epoch 2/2... Discriminator Loss: 1.0490... Generator Loss: 0.8815
Epoch 2/2... Discriminator Loss: 1.0735... Generator Loss: 0.8843
Epoch 2/2... Discriminator Loss: 1.0247... Generator Loss: 0.9146
Epoch 2/2... Discriminator Loss: 0.5306... Generator Loss: 2.1295
Epoch 2/2... Discriminator Loss: 0.7232... Generator Loss: 1.3639
Epoch 2/2... Discriminator Loss: 0.6049... Generator Loss: 2.3370
Epoch 2/2... Discriminator Loss: 0.7936... Generator Loss: 1.2226
Epoch 2/2... Discriminator Loss: 0.5648... Generator Loss: 1.9312
Epoch 2/2... Discriminator Loss: 0.6787... Generator Loss: 1.3784
Epoch 2/2... Discriminator Loss: 0.8533... Generator Loss: 0.9457
Epoch 2/2... Discriminator Loss: 0.5722... Generator Loss: 1.8437
Epoch 2/2... Discriminator Loss: 1.3791... Generator Loss: 0.6505
Epoch 2/2... Discriminator Loss: 0.5672... Generator Loss: 1.8845
Epoch 2/2... Discriminator Loss: 0.7268... Generator Loss: 1.4361
Epoch 2/2... Discriminator Loss: 0.5537... Generator Loss: 1.7317
Epoch 2/2... Discriminator Loss: 0.4433... Generator Loss: 2.5137
Epoch 2/2... Discriminator Loss: 0.5916... Generator Loss: 1.6807
Epoch 2/2... Discriminator Loss: 1.3108... Generator Loss: 0.6487
Epoch 2/2... Discriminator Loss: 0.6369... Generator Loss: 1.5519
Epoch 2/2... Discriminator Loss: 0.8085... Generator Loss: 1.0876
Epoch 2/2... Discriminator Loss: 0.6697... Generator Loss: 1.3980
Epoch 2/2... Discriminator Loss: 0.6229... Generator Loss: 1.6669
Epoch 2/2... Discriminator Loss: 0.5063... Generator Loss: 2.1566
Epoch 2/2... Discriminator Loss: 0.6168... Generator Loss: 1.5792

CelebA

Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.

In [14]:
%%time
batch_size = 16
z_dim = 100
learning_rate = 0.0004
beta1 = 0.5


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 1

celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
    train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
          celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/1... Discriminator Loss: 0.7309... Generator Loss: 1.3716
Epoch 1/1... Discriminator Loss: 2.8461... Generator Loss: 0.0935
Epoch 1/1... Discriminator Loss: 2.3512... Generator Loss: 0.1643
Epoch 1/1... Discriminator Loss: 0.4932... Generator Loss: 4.1807
Epoch 1/1... Discriminator Loss: 2.1767... Generator Loss: 0.2037
Epoch 1/1... Discriminator Loss: 0.4477... Generator Loss: 3.5077
Epoch 1/1... Discriminator Loss: 2.0124... Generator Loss: 0.2279
Epoch 1/1... Discriminator Loss: 0.9828... Generator Loss: 0.9711
Epoch 1/1... Discriminator Loss: 0.4794... Generator Loss: 6.5697
Epoch 1/1... Discriminator Loss: 0.7022... Generator Loss: 1.8602
Epoch 1/1... Discriminator Loss: 1.5555... Generator Loss: 8.2803
Epoch 1/1... Discriminator Loss: 1.5256... Generator Loss: 0.5654
Epoch 1/1... Discriminator Loss: 0.8644... Generator Loss: 0.9926
Epoch 1/1... Discriminator Loss: 0.8409... Generator Loss: 3.7744
Epoch 1/1... Discriminator Loss: 0.8590... Generator Loss: 1.1751
Epoch 1/1... Discriminator Loss: 1.1738... Generator Loss: 0.7413
Epoch 1/1... Discriminator Loss: 0.6105... Generator Loss: 4.2648
Epoch 1/1... Discriminator Loss: 1.0142... Generator Loss: 0.8589
Epoch 1/1... Discriminator Loss: 0.6065... Generator Loss: 3.3037
Epoch 1/1... Discriminator Loss: 0.5620... Generator Loss: 2.2098
Epoch 1/1... Discriminator Loss: 0.8728... Generator Loss: 3.3832
Epoch 1/1... Discriminator Loss: 0.8297... Generator Loss: 2.2165
Epoch 1/1... Discriminator Loss: 1.1648... Generator Loss: 0.6418
Epoch 1/1... Discriminator Loss: 0.7864... Generator Loss: 1.7156
Epoch 1/1... Discriminator Loss: 1.2351... Generator Loss: 0.6205
Epoch 1/1... Discriminator Loss: 0.8839... Generator Loss: 1.2668
Epoch 1/1... Discriminator Loss: 1.5548... Generator Loss: 0.6031
Epoch 1/1... Discriminator Loss: 1.0488... Generator Loss: 2.2887
Epoch 1/1... Discriminator Loss: 1.6018... Generator Loss: 0.8860
Epoch 1/1... Discriminator Loss: 0.9003... Generator Loss: 1.6896
Epoch 1/1... Discriminator Loss: 1.2785... Generator Loss: 0.7501
Epoch 1/1... Discriminator Loss: 0.9877... Generator Loss: 1.0029
Epoch 1/1... Discriminator Loss: 2.0155... Generator Loss: 0.3295
Epoch 1/1... Discriminator Loss: 1.1321... Generator Loss: 1.3387
Epoch 1/1... Discriminator Loss: 0.9676... Generator Loss: 1.5814
Epoch 1/1... Discriminator Loss: 1.0653... Generator Loss: 1.0945
Epoch 1/1... Discriminator Loss: 1.0115... Generator Loss: 1.1464
Epoch 1/1... Discriminator Loss: 1.3881... Generator Loss: 1.2127
Epoch 1/1... Discriminator Loss: 1.3057... Generator Loss: 0.9633
Epoch 1/1... Discriminator Loss: 1.3938... Generator Loss: 0.7282
Epoch 1/1... Discriminator Loss: 0.9969... Generator Loss: 1.3175
Epoch 1/1... Discriminator Loss: 1.0821... Generator Loss: 1.7218
Epoch 1/1... Discriminator Loss: 0.9407... Generator Loss: 1.1580
Epoch 1/1... Discriminator Loss: 1.0321... Generator Loss: 0.8892
Epoch 1/1... Discriminator Loss: 1.3075... Generator Loss: 0.8124
Epoch 1/1... Discriminator Loss: 1.7523... Generator Loss: 0.4883
Epoch 1/1... Discriminator Loss: 1.2712... Generator Loss: 0.7915
Epoch 1/1... Discriminator Loss: 1.0568... Generator Loss: 0.8702
Epoch 1/1... Discriminator Loss: 1.2393... Generator Loss: 0.6678
Epoch 1/1... Discriminator Loss: 1.0896... Generator Loss: 1.0032
Epoch 1/1... Discriminator Loss: 1.2441... Generator Loss: 0.9382
Epoch 1/1... Discriminator Loss: 0.9767... Generator Loss: 1.2141
Epoch 1/1... Discriminator Loss: 1.1354... Generator Loss: 0.8147
Epoch 1/1... Discriminator Loss: 0.8407... Generator Loss: 1.3749
Epoch 1/1... Discriminator Loss: 1.1853... Generator Loss: 1.2613
Epoch 1/1... Discriminator Loss: 1.0731... Generator Loss: 1.3675
Epoch 1/1... Discriminator Loss: 1.3228... Generator Loss: 1.0669
Epoch 1/1... Discriminator Loss: 1.3610... Generator Loss: 0.6675
Epoch 1/1... Discriminator Loss: 1.2056... Generator Loss: 1.1885
Epoch 1/1... Discriminator Loss: 1.1233... Generator Loss: 1.3089
Epoch 1/1... Discriminator Loss: 0.9248... Generator Loss: 1.2445
Epoch 1/1... Discriminator Loss: 1.0203... Generator Loss: 1.0375
Epoch 1/1... Discriminator Loss: 1.0781... Generator Loss: 0.9225
Epoch 1/1... Discriminator Loss: 1.2292... Generator Loss: 0.7356
Epoch 1/1... Discriminator Loss: 0.9517... Generator Loss: 1.4331
Epoch 1/1... Discriminator Loss: 0.9047... Generator Loss: 1.2117
Epoch 1/1... Discriminator Loss: 0.8115... Generator Loss: 1.5301
Epoch 1/1... Discriminator Loss: 1.4306... Generator Loss: 0.5571
Epoch 1/1... Discriminator Loss: 0.9989... Generator Loss: 1.1226
Epoch 1/1... Discriminator Loss: 1.4740... Generator Loss: 0.5968
Epoch 1/1... Discriminator Loss: 0.9806... Generator Loss: 1.2866
Epoch 1/1... Discriminator Loss: 1.3027... Generator Loss: 0.6659
Epoch 1/1... Discriminator Loss: 1.0495... Generator Loss: 1.0183
Epoch 1/1... Discriminator Loss: 1.1645... Generator Loss: 0.7280
Epoch 1/1... Discriminator Loss: 1.3802... Generator Loss: 0.8196
Epoch 1/1... Discriminator Loss: 0.8598... Generator Loss: 1.2798
Epoch 1/1... Discriminator Loss: 1.1732... Generator Loss: 0.8462
Epoch 1/1... Discriminator Loss: 1.2011... Generator Loss: 0.9764
Epoch 1/1... Discriminator Loss: 1.1735... Generator Loss: 1.1243
Epoch 1/1... Discriminator Loss: 1.3204... Generator Loss: 0.6222
Epoch 1/1... Discriminator Loss: 0.9115... Generator Loss: 0.9820
Epoch 1/1... Discriminator Loss: 2.0549... Generator Loss: 0.2683
Epoch 1/1... Discriminator Loss: 0.9526... Generator Loss: 1.0113
Epoch 1/1... Discriminator Loss: 0.9657... Generator Loss: 0.9552
Epoch 1/1... Discriminator Loss: 0.9188... Generator Loss: 1.5391
Epoch 1/1... Discriminator Loss: 1.0944... Generator Loss: 1.1410
Epoch 1/1... Discriminator Loss: 1.0535... Generator Loss: 1.1247
Epoch 1/1... Discriminator Loss: 0.9183... Generator Loss: 1.4498
Epoch 1/1... Discriminator Loss: 0.9771... Generator Loss: 0.8899
Epoch 1/1... Discriminator Loss: 0.9876... Generator Loss: 0.9515
Epoch 1/1... Discriminator Loss: 1.3336... Generator Loss: 0.7512
Epoch 1/1... Discriminator Loss: 0.9297... Generator Loss: 1.2032
Epoch 1/1... Discriminator Loss: 1.1352... Generator Loss: 1.2566
Epoch 1/1... Discriminator Loss: 1.3872... Generator Loss: 0.5523
Epoch 1/1... Discriminator Loss: 1.0349... Generator Loss: 1.0531
Epoch 1/1... Discriminator Loss: 1.1385... Generator Loss: 0.7346
Epoch 1/1... Discriminator Loss: 0.7884... Generator Loss: 1.5097
Epoch 1/1... Discriminator Loss: 0.9322... Generator Loss: 2.1437
Epoch 1/1... Discriminator Loss: 0.9015... Generator Loss: 1.3934
Epoch 1/1... Discriminator Loss: 1.2218... Generator Loss: 0.8187
Epoch 1/1... Discriminator Loss: 1.1233... Generator Loss: 1.0690
Epoch 1/1... Discriminator Loss: 0.8780... Generator Loss: 1.1427
Epoch 1/1... Discriminator Loss: 0.9623... Generator Loss: 1.5304
Epoch 1/1... Discriminator Loss: 0.7074... Generator Loss: 1.9965
Epoch 1/1... Discriminator Loss: 1.2322... Generator Loss: 0.9854
Epoch 1/1... Discriminator Loss: 1.2328... Generator Loss: 1.0020
Epoch 1/1... Discriminator Loss: 1.2959... Generator Loss: 1.0366
Epoch 1/1... Discriminator Loss: 1.0571... Generator Loss: 1.3618
Epoch 1/1... Discriminator Loss: 1.2933... Generator Loss: 0.6427
Epoch 1/1... Discriminator Loss: 1.4415... Generator Loss: 0.7821
Epoch 1/1... Discriminator Loss: 0.7887... Generator Loss: 1.6514
Epoch 1/1... Discriminator Loss: 0.8985... Generator Loss: 1.0952
Epoch 1/1... Discriminator Loss: 1.1610... Generator Loss: 0.8913
Epoch 1/1... Discriminator Loss: 1.1849... Generator Loss: 0.7889
Epoch 1/1... Discriminator Loss: 0.7905... Generator Loss: 1.5893
Epoch 1/1... Discriminator Loss: 0.8287... Generator Loss: 1.9204
Epoch 1/1... Discriminator Loss: 1.4120... Generator Loss: 0.8342
Epoch 1/1... Discriminator Loss: 1.3716... Generator Loss: 0.6000
Epoch 1/1... Discriminator Loss: 1.2694... Generator Loss: 0.6732
Epoch 1/1... Discriminator Loss: 1.1474... Generator Loss: 0.8486
Epoch 1/1... Discriminator Loss: 1.1044... Generator Loss: 1.0189
Epoch 1/1... Discriminator Loss: 1.1878... Generator Loss: 0.8594
Epoch 1/1... Discriminator Loss: 1.2538... Generator Loss: 2.2172
Epoch 1/1... Discriminator Loss: 0.8663... Generator Loss: 1.2958
Epoch 1/1... Discriminator Loss: 1.1074... Generator Loss: 0.7421
Epoch 1/1... Discriminator Loss: 0.9978... Generator Loss: 1.2053
Epoch 1/1... Discriminator Loss: 0.8831... Generator Loss: 1.2140
Epoch 1/1... Discriminator Loss: 1.1013... Generator Loss: 0.9944
Epoch 1/1... Discriminator Loss: 1.1295... Generator Loss: 1.1287
Epoch 1/1... Discriminator Loss: 0.9029... Generator Loss: 1.5398
Epoch 1/1... Discriminator Loss: 0.9625... Generator Loss: 1.1289
Epoch 1/1... Discriminator Loss: 0.9964... Generator Loss: 1.1738
Epoch 1/1... Discriminator Loss: 0.8284... Generator Loss: 1.1561
Epoch 1/1... Discriminator Loss: 1.1384... Generator Loss: 1.4312
Epoch 1/1... Discriminator Loss: 1.0535... Generator Loss: 1.0101
Epoch 1/1... Discriminator Loss: 1.1869... Generator Loss: 1.0127
Epoch 1/1... Discriminator Loss: 1.0242... Generator Loss: 1.3812
Epoch 1/1... Discriminator Loss: 1.1500... Generator Loss: 0.9311
Epoch 1/1... Discriminator Loss: 1.4610... Generator Loss: 0.4858
Epoch 1/1... Discriminator Loss: 0.9666... Generator Loss: 1.0024
Epoch 1/1... Discriminator Loss: 1.0652... Generator Loss: 0.9775
Epoch 1/1... Discriminator Loss: 1.1486... Generator Loss: 0.8709
Epoch 1/1... Discriminator Loss: 1.1477... Generator Loss: 1.4160
Epoch 1/1... Discriminator Loss: 1.1246... Generator Loss: 0.8639
Epoch 1/1... Discriminator Loss: 1.0856... Generator Loss: 0.9389
Epoch 1/1... Discriminator Loss: 1.0896... Generator Loss: 0.7612
Epoch 1/1... Discriminator Loss: 0.9404... Generator Loss: 1.1734
Epoch 1/1... Discriminator Loss: 1.1368... Generator Loss: 1.0675
Epoch 1/1... Discriminator Loss: 1.1383... Generator Loss: 1.1343
Epoch 1/1... Discriminator Loss: 1.1701... Generator Loss: 0.7923
Epoch 1/1... Discriminator Loss: 1.0423... Generator Loss: 0.9146
Epoch 1/1... Discriminator Loss: 1.0983... Generator Loss: 0.8654
Epoch 1/1... Discriminator Loss: 1.0022... Generator Loss: 0.9950
Epoch 1/1... Discriminator Loss: 1.3555... Generator Loss: 0.8655
Epoch 1/1... Discriminator Loss: 0.8969... Generator Loss: 1.3096
Epoch 1/1... Discriminator Loss: 1.1393... Generator Loss: 0.8307
Epoch 1/1... Discriminator Loss: 1.1809... Generator Loss: 1.8970
Epoch 1/1... Discriminator Loss: 1.1088... Generator Loss: 1.2401
Epoch 1/1... Discriminator Loss: 0.9325... Generator Loss: 1.3119
Epoch 1/1... Discriminator Loss: 0.9630... Generator Loss: 1.2871
Epoch 1/1... Discriminator Loss: 1.0538... Generator Loss: 1.3552
Epoch 1/1... Discriminator Loss: 1.1904... Generator Loss: 1.1254
Epoch 1/1... Discriminator Loss: 1.5454... Generator Loss: 0.4425
Epoch 1/1... Discriminator Loss: 1.0296... Generator Loss: 1.0392
Epoch 1/1... Discriminator Loss: 1.1015... Generator Loss: 0.9019
Epoch 1/1... Discriminator Loss: 1.0643... Generator Loss: 1.3714
Epoch 1/1... Discriminator Loss: 0.9472... Generator Loss: 1.3163
Epoch 1/1... Discriminator Loss: 0.8664... Generator Loss: 1.4954
Epoch 1/1... Discriminator Loss: 1.1587... Generator Loss: 0.8148
Epoch 1/1... Discriminator Loss: 0.8402... Generator Loss: 1.6702
Epoch 1/1... Discriminator Loss: 1.2145... Generator Loss: 0.7139
Epoch 1/1... Discriminator Loss: 0.9528... Generator Loss: 1.5788
Epoch 1/1... Discriminator Loss: 1.5437... Generator Loss: 0.4336
Epoch 1/1... Discriminator Loss: 0.9999... Generator Loss: 1.3524
Epoch 1/1... Discriminator Loss: 1.0560... Generator Loss: 0.9117
Epoch 1/1... Discriminator Loss: 1.1757... Generator Loss: 0.9530
Epoch 1/1... Discriminator Loss: 1.2891... Generator Loss: 1.2912
Epoch 1/1... Discriminator Loss: 0.8649... Generator Loss: 1.3501
Epoch 1/1... Discriminator Loss: 1.0618... Generator Loss: 1.2407
Epoch 1/1... Discriminator Loss: 1.0434... Generator Loss: 0.9122
Epoch 1/1... Discriminator Loss: 1.0785... Generator Loss: 0.8975
Epoch 1/1... Discriminator Loss: 1.0186... Generator Loss: 1.2398
Epoch 1/1... Discriminator Loss: 1.1023... Generator Loss: 1.2621
Epoch 1/1... Discriminator Loss: 0.9208... Generator Loss: 1.0379
Epoch 1/1... Discriminator Loss: 1.3278... Generator Loss: 1.4317
Epoch 1/1... Discriminator Loss: 0.9656... Generator Loss: 1.3212
Epoch 1/1... Discriminator Loss: 1.1072... Generator Loss: 1.7813
Epoch 1/1... Discriminator Loss: 1.0023... Generator Loss: 1.4349
Epoch 1/1... Discriminator Loss: 1.0740... Generator Loss: 1.2431
Epoch 1/1... Discriminator Loss: 1.0335... Generator Loss: 1.1795
Epoch 1/1... Discriminator Loss: 0.9198... Generator Loss: 1.1690
Epoch 1/1... Discriminator Loss: 1.4598... Generator Loss: 0.5074
Epoch 1/1... Discriminator Loss: 1.0985... Generator Loss: 0.9449
Epoch 1/1... Discriminator Loss: 1.0898... Generator Loss: 1.0051
Epoch 1/1... Discriminator Loss: 0.8562... Generator Loss: 1.6396
Epoch 1/1... Discriminator Loss: 1.2466... Generator Loss: 0.6402
Epoch 1/1... Discriminator Loss: 1.0227... Generator Loss: 1.0308
Epoch 1/1... Discriminator Loss: 0.9475... Generator Loss: 1.3087
Epoch 1/1... Discriminator Loss: 1.1663... Generator Loss: 0.7224
Epoch 1/1... Discriminator Loss: 1.0474... Generator Loss: 1.2607
Epoch 1/1... Discriminator Loss: 1.1223... Generator Loss: 1.0267
Epoch 1/1... Discriminator Loss: 1.1632... Generator Loss: 1.2701
Epoch 1/1... Discriminator Loss: 1.3771... Generator Loss: 0.5463
Epoch 1/1... Discriminator Loss: 1.0127... Generator Loss: 1.4843
Epoch 1/1... Discriminator Loss: 1.1595... Generator Loss: 0.8848
Epoch 1/1... Discriminator Loss: 1.3066... Generator Loss: 0.8114
Epoch 1/1... Discriminator Loss: 1.0775... Generator Loss: 1.1592
Epoch 1/1... Discriminator Loss: 1.0818... Generator Loss: 0.8888
Epoch 1/1... Discriminator Loss: 1.1259... Generator Loss: 0.8322
Epoch 1/1... Discriminator Loss: 1.1176... Generator Loss: 0.7923
Epoch 1/1... Discriminator Loss: 1.1537... Generator Loss: 1.1423
Epoch 1/1... Discriminator Loss: 1.0844... Generator Loss: 1.5824
Epoch 1/1... Discriminator Loss: 1.2042... Generator Loss: 0.6853
Epoch 1/1... Discriminator Loss: 1.1932... Generator Loss: 0.7231
Epoch 1/1... Discriminator Loss: 1.3600... Generator Loss: 0.5656
Epoch 1/1... Discriminator Loss: 1.2988... Generator Loss: 1.1817
Epoch 1/1... Discriminator Loss: 0.9898... Generator Loss: 0.9540
Epoch 1/1... Discriminator Loss: 1.0171... Generator Loss: 1.2803
Epoch 1/1... Discriminator Loss: 1.0334... Generator Loss: 2.0499
Epoch 1/1... Discriminator Loss: 1.2532... Generator Loss: 0.6759
Epoch 1/1... Discriminator Loss: 1.1859... Generator Loss: 1.3439
Epoch 1/1... Discriminator Loss: 1.1760... Generator Loss: 0.8991
Epoch 1/1... Discriminator Loss: 1.0897... Generator Loss: 1.2116
Epoch 1/1... Discriminator Loss: 1.0038... Generator Loss: 1.1714
Epoch 1/1... Discriminator Loss: 1.1200... Generator Loss: 0.8757
Epoch 1/1... Discriminator Loss: 1.3167... Generator Loss: 0.6570
Epoch 1/1... Discriminator Loss: 1.1559... Generator Loss: 0.6483
Epoch 1/1... Discriminator Loss: 1.0550... Generator Loss: 0.9071
Epoch 1/1... Discriminator Loss: 0.8909... Generator Loss: 1.4252
Epoch 1/1... Discriminator Loss: 0.8875... Generator Loss: 1.4193
Epoch 1/1... Discriminator Loss: 0.9978... Generator Loss: 0.9238
Epoch 1/1... Discriminator Loss: 1.1987... Generator Loss: 0.8192
Epoch 1/1... Discriminator Loss: 1.2408... Generator Loss: 0.7073
Epoch 1/1... Discriminator Loss: 1.0798... Generator Loss: 0.8271
Epoch 1/1... Discriminator Loss: 0.9498... Generator Loss: 0.8784
Epoch 1/1... Discriminator Loss: 1.4044... Generator Loss: 0.5616
Epoch 1/1... Discriminator Loss: 0.9730... Generator Loss: 1.5875
Epoch 1/1... Discriminator Loss: 1.1263... Generator Loss: 0.8217
Epoch 1/1... Discriminator Loss: 1.0964... Generator Loss: 1.5689
Epoch 1/1... Discriminator Loss: 1.0105... Generator Loss: 1.2438
Epoch 1/1... Discriminator Loss: 1.2770... Generator Loss: 1.2685
Epoch 1/1... Discriminator Loss: 1.4074... Generator Loss: 0.5776
Epoch 1/1... Discriminator Loss: 1.3490... Generator Loss: 0.5962
Epoch 1/1... Discriminator Loss: 1.2797... Generator Loss: 0.6596
Epoch 1/1... Discriminator Loss: 1.2988... Generator Loss: 0.6293
Epoch 1/1... Discriminator Loss: 0.9266... Generator Loss: 1.2656
Epoch 1/1... Discriminator Loss: 1.2702... Generator Loss: 0.6622
Epoch 1/1... Discriminator Loss: 1.3254... Generator Loss: 0.9437
Epoch 1/1... Discriminator Loss: 0.9666... Generator Loss: 1.0748
Epoch 1/1... Discriminator Loss: 1.0485... Generator Loss: 0.9499
Epoch 1/1... Discriminator Loss: 1.1014... Generator Loss: 1.0656
Epoch 1/1... Discriminator Loss: 1.0818... Generator Loss: 0.9059
Epoch 1/1... Discriminator Loss: 1.1610... Generator Loss: 0.7097
Epoch 1/1... Discriminator Loss: 1.2555... Generator Loss: 0.5924
Epoch 1/1... Discriminator Loss: 1.2338... Generator Loss: 0.6870
Epoch 1/1... Discriminator Loss: 1.1538... Generator Loss: 0.7918
Epoch 1/1... Discriminator Loss: 1.0800... Generator Loss: 0.9840
Epoch 1/1... Discriminator Loss: 1.1871... Generator Loss: 0.7943
Epoch 1/1... Discriminator Loss: 1.1772... Generator Loss: 0.7391
Epoch 1/1... Discriminator Loss: 1.0985... Generator Loss: 1.0239
Epoch 1/1... Discriminator Loss: 1.2385... Generator Loss: 0.5992
Epoch 1/1... Discriminator Loss: 1.3107... Generator Loss: 0.7592
Epoch 1/1... Discriminator Loss: 0.8436... Generator Loss: 1.3830
Epoch 1/1... Discriminator Loss: 1.1488... Generator Loss: 0.7871
Epoch 1/1... Discriminator Loss: 1.1289... Generator Loss: 0.8063
Epoch 1/1... Discriminator Loss: 1.0871... Generator Loss: 0.8765
Epoch 1/1... Discriminator Loss: 1.3905... Generator Loss: 0.6563
Epoch 1/1... Discriminator Loss: 1.1902... Generator Loss: 0.8681
Epoch 1/1... Discriminator Loss: 1.5700... Generator Loss: 1.2126
Epoch 1/1... Discriminator Loss: 1.2681... Generator Loss: 1.1886
Epoch 1/1... Discriminator Loss: 1.0820... Generator Loss: 0.8788
Epoch 1/1... Discriminator Loss: 1.2283... Generator Loss: 1.2731
Epoch 1/1... Discriminator Loss: 1.0006... Generator Loss: 1.0002
Epoch 1/1... Discriminator Loss: 0.9700... Generator Loss: 1.1345
Epoch 1/1... Discriminator Loss: 1.6747... Generator Loss: 0.3674
Epoch 1/1... Discriminator Loss: 1.0463... Generator Loss: 0.8636
Epoch 1/1... Discriminator Loss: 0.9489... Generator Loss: 1.0418
Epoch 1/1... Discriminator Loss: 1.2910... Generator Loss: 0.9857
Epoch 1/1... Discriminator Loss: 1.2344... Generator Loss: 0.7699
Epoch 1/1... Discriminator Loss: 1.3155... Generator Loss: 0.6784
Epoch 1/1... Discriminator Loss: 0.9167... Generator Loss: 1.4986
Epoch 1/1... Discriminator Loss: 1.2993... Generator Loss: 0.5755
Epoch 1/1... Discriminator Loss: 1.0297... Generator Loss: 1.1534
Epoch 1/1... Discriminator Loss: 1.2403... Generator Loss: 0.6933
Epoch 1/1... Discriminator Loss: 1.1193... Generator Loss: 0.9563
Epoch 1/1... Discriminator Loss: 1.1577... Generator Loss: 0.8352
Epoch 1/1... Discriminator Loss: 1.0171... Generator Loss: 1.0856
Epoch 1/1... Discriminator Loss: 1.2241... Generator Loss: 0.7720
Epoch 1/1... Discriminator Loss: 1.0197... Generator Loss: 1.1093
Epoch 1/1... Discriminator Loss: 1.5303... Generator Loss: 0.5220
Epoch 1/1... Discriminator Loss: 1.1016... Generator Loss: 1.3195
Epoch 1/1... Discriminator Loss: 1.1461... Generator Loss: 1.0242
Epoch 1/1... Discriminator Loss: 1.1477... Generator Loss: 0.8013
Epoch 1/1... Discriminator Loss: 1.3654... Generator Loss: 0.5309
Epoch 1/1... Discriminator Loss: 1.0256... Generator Loss: 0.9130
Epoch 1/1... Discriminator Loss: 0.9988... Generator Loss: 1.0634
Epoch 1/1... Discriminator Loss: 1.2425... Generator Loss: 0.6761
Epoch 1/1... Discriminator Loss: 1.5316... Generator Loss: 0.4966
Epoch 1/1... Discriminator Loss: 1.1440... Generator Loss: 0.8100
Epoch 1/1... Discriminator Loss: 0.8394... Generator Loss: 1.3723
Epoch 1/1... Discriminator Loss: 1.0602... Generator Loss: 1.0616
Epoch 1/1... Discriminator Loss: 1.2242... Generator Loss: 1.0065
Epoch 1/1... Discriminator Loss: 1.1095... Generator Loss: 1.1141
Epoch 1/1... Discriminator Loss: 1.1842... Generator Loss: 0.6963
Epoch 1/1... Discriminator Loss: 1.1706... Generator Loss: 1.1246
Epoch 1/1... Discriminator Loss: 1.1092... Generator Loss: 1.2869
Epoch 1/1... Discriminator Loss: 0.9525... Generator Loss: 1.4524
Epoch 1/1... Discriminator Loss: 1.0347... Generator Loss: 0.8604
Epoch 1/1... Discriminator Loss: 1.3906... Generator Loss: 0.5765
Epoch 1/1... Discriminator Loss: 1.4127... Generator Loss: 0.9365
Epoch 1/1... Discriminator Loss: 1.0803... Generator Loss: 1.0455
Epoch 1/1... Discriminator Loss: 1.0738... Generator Loss: 0.9689
Epoch 1/1... Discriminator Loss: 1.0960... Generator Loss: 1.3347
Epoch 1/1... Discriminator Loss: 1.1983... Generator Loss: 0.7945
Epoch 1/1... Discriminator Loss: 1.3316... Generator Loss: 0.6816
Epoch 1/1... Discriminator Loss: 1.1184... Generator Loss: 0.8190
Epoch 1/1... Discriminator Loss: 1.4065... Generator Loss: 1.0248
Epoch 1/1... Discriminator Loss: 1.4231... Generator Loss: 0.5384
Epoch 1/1... Discriminator Loss: 1.2232... Generator Loss: 0.8449
Epoch 1/1... Discriminator Loss: 1.2548... Generator Loss: 0.9287
Epoch 1/1... Discriminator Loss: 1.3070... Generator Loss: 0.6645
Epoch 1/1... Discriminator Loss: 1.1192... Generator Loss: 1.3961
Epoch 1/1... Discriminator Loss: 1.0221... Generator Loss: 0.8729
Epoch 1/1... Discriminator Loss: 1.1994... Generator Loss: 0.7878
Epoch 1/1... Discriminator Loss: 0.9831... Generator Loss: 0.9710
Epoch 1/1... Discriminator Loss: 1.0967... Generator Loss: 1.1669
Epoch 1/1... Discriminator Loss: 0.8491... Generator Loss: 1.2367
Epoch 1/1... Discriminator Loss: 1.1733... Generator Loss: 1.4158
Epoch 1/1... Discriminator Loss: 1.0553... Generator Loss: 0.8141
Epoch 1/1... Discriminator Loss: 1.0618... Generator Loss: 0.9300
Epoch 1/1... Discriminator Loss: 0.9650... Generator Loss: 0.9092
Epoch 1/1... Discriminator Loss: 1.0904... Generator Loss: 0.7560
Epoch 1/1... Discriminator Loss: 1.1179... Generator Loss: 1.1484
Epoch 1/1... Discriminator Loss: 1.1734... Generator Loss: 1.1132
Epoch 1/1... Discriminator Loss: 1.1748... Generator Loss: 0.7609
Epoch 1/1... Discriminator Loss: 0.9593... Generator Loss: 1.2319
Epoch 1/1... Discriminator Loss: 0.9532... Generator Loss: 1.0958
Epoch 1/1... Discriminator Loss: 1.2216... Generator Loss: 0.8294
Epoch 1/1... Discriminator Loss: 0.9257... Generator Loss: 1.2013
Epoch 1/1... Discriminator Loss: 1.2068... Generator Loss: 0.9268
Epoch 1/1... Discriminator Loss: 1.1857... Generator Loss: 0.7289
Epoch 1/1... Discriminator Loss: 1.0953... Generator Loss: 1.2940
Epoch 1/1... Discriminator Loss: 1.0584... Generator Loss: 0.9447
Epoch 1/1... Discriminator Loss: 1.0902... Generator Loss: 0.9627
Epoch 1/1... Discriminator Loss: 1.1848... Generator Loss: 0.7662
Epoch 1/1... Discriminator Loss: 1.1213... Generator Loss: 0.8452
Epoch 1/1... Discriminator Loss: 0.8781... Generator Loss: 1.2653
Epoch 1/1... Discriminator Loss: 1.2031... Generator Loss: 0.7695
Epoch 1/1... Discriminator Loss: 1.0031... Generator Loss: 1.3180
Epoch 1/1... Discriminator Loss: 0.9435... Generator Loss: 1.2516
Epoch 1/1... Discriminator Loss: 1.0490... Generator Loss: 0.9652
Epoch 1/1... Discriminator Loss: 1.0862... Generator Loss: 0.8827
Epoch 1/1... Discriminator Loss: 1.5422... Generator Loss: 0.4551
Epoch 1/1... Discriminator Loss: 1.1840... Generator Loss: 0.9139
Epoch 1/1... Discriminator Loss: 1.0338... Generator Loss: 0.9071
Epoch 1/1... Discriminator Loss: 1.2348... Generator Loss: 0.8227
Epoch 1/1... Discriminator Loss: 1.1665... Generator Loss: 0.9994
Epoch 1/1... Discriminator Loss: 1.1374... Generator Loss: 0.8156
Epoch 1/1... Discriminator Loss: 0.9298... Generator Loss: 1.2449
Epoch 1/1... Discriminator Loss: 0.9969... Generator Loss: 0.8924
Epoch 1/1... Discriminator Loss: 1.3320... Generator Loss: 0.5825
Epoch 1/1... Discriminator Loss: 1.0280... Generator Loss: 1.0854
Epoch 1/1... Discriminator Loss: 0.9228... Generator Loss: 1.4943
Epoch 1/1... Discriminator Loss: 1.1535... Generator Loss: 0.7573
Epoch 1/1... Discriminator Loss: 1.0620... Generator Loss: 1.3489
Epoch 1/1... Discriminator Loss: 1.0049... Generator Loss: 1.0740
Epoch 1/1... Discriminator Loss: 1.2595... Generator Loss: 1.0776
Epoch 1/1... Discriminator Loss: 1.2328... Generator Loss: 0.6852
Epoch 1/1... Discriminator Loss: 0.9440... Generator Loss: 0.9944
Epoch 1/1... Discriminator Loss: 0.9415... Generator Loss: 1.4392
Epoch 1/1... Discriminator Loss: 1.1553... Generator Loss: 0.7910
Epoch 1/1... Discriminator Loss: 0.7582... Generator Loss: 1.4931
Epoch 1/1... Discriminator Loss: 1.1654... Generator Loss: 0.7768
Epoch 1/1... Discriminator Loss: 1.0720... Generator Loss: 1.0439
Epoch 1/1... Discriminator Loss: 1.0515... Generator Loss: 0.8438
Epoch 1/1... Discriminator Loss: 1.3677... Generator Loss: 0.5787
Epoch 1/1... Discriminator Loss: 1.0445... Generator Loss: 0.9393
Epoch 1/1... Discriminator Loss: 1.3066... Generator Loss: 0.5798
Epoch 1/1... Discriminator Loss: 1.0914... Generator Loss: 0.7719
Epoch 1/1... Discriminator Loss: 1.1170... Generator Loss: 0.7729
Epoch 1/1... Discriminator Loss: 1.0431... Generator Loss: 1.5809
Epoch 1/1... Discriminator Loss: 0.8685... Generator Loss: 1.2105
Epoch 1/1... Discriminator Loss: 1.1477... Generator Loss: 0.7337
Epoch 1/1... Discriminator Loss: 1.1562... Generator Loss: 0.8459
Epoch 1/1... Discriminator Loss: 1.2759... Generator Loss: 0.6166
Epoch 1/1... Discriminator Loss: 1.0144... Generator Loss: 0.9398
Epoch 1/1... Discriminator Loss: 1.0804... Generator Loss: 0.9847
Epoch 1/1... Discriminator Loss: 1.5916... Generator Loss: 0.3961
Epoch 1/1... Discriminator Loss: 1.1771... Generator Loss: 0.9149
Epoch 1/1... Discriminator Loss: 1.0814... Generator Loss: 0.8051
Epoch 1/1... Discriminator Loss: 1.1404... Generator Loss: 0.8165
Epoch 1/1... Discriminator Loss: 1.3177... Generator Loss: 0.6405
Epoch 1/1... Discriminator Loss: 1.3347... Generator Loss: 0.5810
Epoch 1/1... Discriminator Loss: 1.0723... Generator Loss: 1.0332
Epoch 1/1... Discriminator Loss: 0.9698... Generator Loss: 1.2601
Epoch 1/1... Discriminator Loss: 1.1578... Generator Loss: 0.6843
Epoch 1/1... Discriminator Loss: 1.0066... Generator Loss: 1.1062
Epoch 1/1... Discriminator Loss: 1.0462... Generator Loss: 0.9457
Epoch 1/1... Discriminator Loss: 1.1315... Generator Loss: 1.0322
Epoch 1/1... Discriminator Loss: 0.9281... Generator Loss: 1.1347
Epoch 1/1... Discriminator Loss: 1.1267... Generator Loss: 0.6675
Epoch 1/1... Discriminator Loss: 1.1421... Generator Loss: 1.1997
Epoch 1/1... Discriminator Loss: 0.9594... Generator Loss: 1.2036
Epoch 1/1... Discriminator Loss: 1.4358... Generator Loss: 0.4747
Epoch 1/1... Discriminator Loss: 1.0704... Generator Loss: 0.8698
Epoch 1/1... Discriminator Loss: 1.0490... Generator Loss: 0.8507
Epoch 1/1... Discriminator Loss: 1.1352... Generator Loss: 0.8739
Epoch 1/1... Discriminator Loss: 0.8962... Generator Loss: 1.2258
Epoch 1/1... Discriminator Loss: 1.0609... Generator Loss: 0.9431
Epoch 1/1... Discriminator Loss: 1.0711... Generator Loss: 1.1544
Epoch 1/1... Discriminator Loss: 0.8485... Generator Loss: 1.4064
Epoch 1/1... Discriminator Loss: 1.3307... Generator Loss: 0.9096
Epoch 1/1... Discriminator Loss: 1.2893... Generator Loss: 0.6219
Epoch 1/1... Discriminator Loss: 1.7334... Generator Loss: 0.3709
Epoch 1/1... Discriminator Loss: 1.1173... Generator Loss: 1.0716
Epoch 1/1... Discriminator Loss: 1.1057... Generator Loss: 0.9402
Epoch 1/1... Discriminator Loss: 1.0341... Generator Loss: 1.0014
Epoch 1/1... Discriminator Loss: 0.9976... Generator Loss: 1.0384
Epoch 1/1... Discriminator Loss: 0.8308... Generator Loss: 1.2121
Epoch 1/1... Discriminator Loss: 0.8648... Generator Loss: 1.2322
Epoch 1/1... Discriminator Loss: 0.9795... Generator Loss: 0.9978
Epoch 1/1... Discriminator Loss: 0.9417... Generator Loss: 1.3723
Epoch 1/1... Discriminator Loss: 0.9041... Generator Loss: 1.3496
Epoch 1/1... Discriminator Loss: 1.3876... Generator Loss: 0.5496
Epoch 1/1... Discriminator Loss: 1.4033... Generator Loss: 0.6260
Epoch 1/1... Discriminator Loss: 1.1706... Generator Loss: 0.7351
Epoch 1/1... Discriminator Loss: 0.9406... Generator Loss: 1.0423
Epoch 1/1... Discriminator Loss: 1.2706... Generator Loss: 0.6340
Epoch 1/1... Discriminator Loss: 1.2467... Generator Loss: 0.5940
Epoch 1/1... Discriminator Loss: 0.8601... Generator Loss: 1.5207
Epoch 1/1... Discriminator Loss: 1.3463... Generator Loss: 0.6521
Epoch 1/1... Discriminator Loss: 1.0434... Generator Loss: 0.8201
Epoch 1/1... Discriminator Loss: 1.0309... Generator Loss: 1.1410
Epoch 1/1... Discriminator Loss: 0.9465... Generator Loss: 1.1078
Epoch 1/1... Discriminator Loss: 1.2222... Generator Loss: 0.7071
Epoch 1/1... Discriminator Loss: 1.0606... Generator Loss: 1.0859
Epoch 1/1... Discriminator Loss: 1.0633... Generator Loss: 0.8297
Epoch 1/1... Discriminator Loss: 1.1544... Generator Loss: 0.9320
Epoch 1/1... Discriminator Loss: 1.3705... Generator Loss: 1.2092
Epoch 1/1... Discriminator Loss: 1.0867... Generator Loss: 0.7865
Epoch 1/1... Discriminator Loss: 1.2662... Generator Loss: 1.0129
Epoch 1/1... Discriminator Loss: 1.3758... Generator Loss: 0.8863
Epoch 1/1... Discriminator Loss: 1.2240... Generator Loss: 0.7209
Epoch 1/1... Discriminator Loss: 1.2964... Generator Loss: 0.5685
Epoch 1/1... Discriminator Loss: 1.3890... Generator Loss: 0.5987
Epoch 1/1... Discriminator Loss: 0.7383... Generator Loss: 1.2678
Epoch 1/1... Discriminator Loss: 1.0367... Generator Loss: 0.9281
Epoch 1/1... Discriminator Loss: 1.0522... Generator Loss: 0.8997
Epoch 1/1... Discriminator Loss: 1.0715... Generator Loss: 0.8720
Epoch 1/1... Discriminator Loss: 1.2980... Generator Loss: 0.7179
Epoch 1/1... Discriminator Loss: 1.1744... Generator Loss: 0.7466
Epoch 1/1... Discriminator Loss: 1.2413... Generator Loss: 0.7740
Epoch 1/1... Discriminator Loss: 1.2873... Generator Loss: 0.5674
Epoch 1/1... Discriminator Loss: 1.1405... Generator Loss: 0.8268
Epoch 1/1... Discriminator Loss: 1.1603... Generator Loss: 0.9411
Epoch 1/1... Discriminator Loss: 1.1054... Generator Loss: 0.7575
Epoch 1/1... Discriminator Loss: 1.0751... Generator Loss: 0.9679
Epoch 1/1... Discriminator Loss: 0.8175... Generator Loss: 1.2925
Epoch 1/1... Discriminator Loss: 1.0049... Generator Loss: 0.9755
Epoch 1/1... Discriminator Loss: 1.2384... Generator Loss: 0.6685
Epoch 1/1... Discriminator Loss: 1.3767... Generator Loss: 0.5149
Epoch 1/1... Discriminator Loss: 0.9019... Generator Loss: 1.3492
Epoch 1/1... Discriminator Loss: 1.0593... Generator Loss: 1.0577
Epoch 1/1... Discriminator Loss: 1.4404... Generator Loss: 0.5210
Epoch 1/1... Discriminator Loss: 1.0185... Generator Loss: 0.8709
Epoch 1/1... Discriminator Loss: 1.0018... Generator Loss: 1.3096
Epoch 1/1... Discriminator Loss: 0.9785... Generator Loss: 1.0806
Epoch 1/1... Discriminator Loss: 1.2764... Generator Loss: 0.6979
Epoch 1/1... Discriminator Loss: 1.0967... Generator Loss: 1.0957
Epoch 1/1... Discriminator Loss: 0.9658... Generator Loss: 0.9825
Epoch 1/1... Discriminator Loss: 1.3490... Generator Loss: 0.6117
Epoch 1/1... Discriminator Loss: 1.1498... Generator Loss: 1.2146
Epoch 1/1... Discriminator Loss: 0.8564... Generator Loss: 1.1216
Epoch 1/1... Discriminator Loss: 1.1020... Generator Loss: 0.9210
Epoch 1/1... Discriminator Loss: 0.9433... Generator Loss: 1.7055
Epoch 1/1... Discriminator Loss: 1.0070... Generator Loss: 1.1616
Epoch 1/1... Discriminator Loss: 1.0368... Generator Loss: 0.7768
Epoch 1/1... Discriminator Loss: 1.0343... Generator Loss: 1.4886
Epoch 1/1... Discriminator Loss: 1.3296... Generator Loss: 0.6012
Epoch 1/1... Discriminator Loss: 1.2190... Generator Loss: 0.7496
Epoch 1/1... Discriminator Loss: 1.1367... Generator Loss: 0.8779
Epoch 1/1... Discriminator Loss: 1.1530... Generator Loss: 0.8877
Epoch 1/1... Discriminator Loss: 1.0489... Generator Loss: 0.8376
Epoch 1/1... Discriminator Loss: 0.9954... Generator Loss: 0.8459
Epoch 1/1... Discriminator Loss: 1.2962... Generator Loss: 0.6606
Epoch 1/1... Discriminator Loss: 1.0389... Generator Loss: 0.8198
Epoch 1/1... Discriminator Loss: 1.0123... Generator Loss: 1.2977
Epoch 1/1... Discriminator Loss: 1.3175... Generator Loss: 0.5992
Epoch 1/1... Discriminator Loss: 1.0998... Generator Loss: 1.5569
Epoch 1/1... Discriminator Loss: 0.9696... Generator Loss: 1.3279
Epoch 1/1... Discriminator Loss: 1.1435... Generator Loss: 0.7773
Epoch 1/1... Discriminator Loss: 1.2851... Generator Loss: 0.6841
Epoch 1/1... Discriminator Loss: 0.9845... Generator Loss: 1.1464
Epoch 1/1... Discriminator Loss: 0.8962... Generator Loss: 1.2362
Epoch 1/1... Discriminator Loss: 1.0153... Generator Loss: 1.3535
Epoch 1/1... Discriminator Loss: 1.4248... Generator Loss: 0.4764
Epoch 1/1... Discriminator Loss: 1.0247... Generator Loss: 0.9047
Epoch 1/1... Discriminator Loss: 1.2417... Generator Loss: 0.7045
Epoch 1/1... Discriminator Loss: 1.1428... Generator Loss: 0.8490
Epoch 1/1... Discriminator Loss: 1.0742... Generator Loss: 1.0564
Epoch 1/1... Discriminator Loss: 1.1550... Generator Loss: 0.9294
Epoch 1/1... Discriminator Loss: 0.8671... Generator Loss: 1.1906
Epoch 1/1... Discriminator Loss: 0.9750... Generator Loss: 1.2049
Epoch 1/1... Discriminator Loss: 1.0963... Generator Loss: 1.0081
Epoch 1/1... Discriminator Loss: 1.3437... Generator Loss: 0.7049
Epoch 1/1... Discriminator Loss: 1.3044... Generator Loss: 0.6649
Epoch 1/1... Discriminator Loss: 0.9805... Generator Loss: 0.9202
Epoch 1/1... Discriminator Loss: 1.2097... Generator Loss: 1.5563
Epoch 1/1... Discriminator Loss: 1.1837... Generator Loss: 0.9708
Epoch 1/1... Discriminator Loss: 1.3510... Generator Loss: 0.5411
Epoch 1/1... Discriminator Loss: 1.0816... Generator Loss: 0.9727
Epoch 1/1... Discriminator Loss: 1.0324... Generator Loss: 1.0246
Epoch 1/1... Discriminator Loss: 1.0156... Generator Loss: 1.0416
Epoch 1/1... Discriminator Loss: 0.9219... Generator Loss: 1.0850
Epoch 1/1... Discriminator Loss: 0.9463... Generator Loss: 1.1721
Epoch 1/1... Discriminator Loss: 1.0415... Generator Loss: 1.1927
Epoch 1/1... Discriminator Loss: 1.2689... Generator Loss: 0.7063
Epoch 1/1... Discriminator Loss: 1.0027... Generator Loss: 1.2497
Epoch 1/1... Discriminator Loss: 0.9465... Generator Loss: 0.9868
Epoch 1/1... Discriminator Loss: 1.2643... Generator Loss: 0.7178
Epoch 1/1... Discriminator Loss: 1.1228... Generator Loss: 1.0919
Epoch 1/1... Discriminator Loss: 1.2001... Generator Loss: 0.6133
Epoch 1/1... Discriminator Loss: 1.2854... Generator Loss: 0.6688
Epoch 1/1... Discriminator Loss: 1.1570... Generator Loss: 1.2613
Epoch 1/1... Discriminator Loss: 0.9631... Generator Loss: 1.1796
Epoch 1/1... Discriminator Loss: 0.9570... Generator Loss: 1.5073
Epoch 1/1... Discriminator Loss: 1.3066... Generator Loss: 0.7208
Epoch 1/1... Discriminator Loss: 1.0774... Generator Loss: 0.7558
Epoch 1/1... Discriminator Loss: 1.0665... Generator Loss: 0.8461
Epoch 1/1... Discriminator Loss: 1.3835... Generator Loss: 0.6175
Epoch 1/1... Discriminator Loss: 1.1883... Generator Loss: 0.8681
Epoch 1/1... Discriminator Loss: 1.0251... Generator Loss: 1.1397
Epoch 1/1... Discriminator Loss: 1.0732... Generator Loss: 0.9607
Epoch 1/1... Discriminator Loss: 1.3663... Generator Loss: 0.5550
Epoch 1/1... Discriminator Loss: 0.9579... Generator Loss: 1.2152
Epoch 1/1... Discriminator Loss: 1.2070... Generator Loss: 0.9382
Epoch 1/1... Discriminator Loss: 0.9756... Generator Loss: 1.2100
Epoch 1/1... Discriminator Loss: 1.3713... Generator Loss: 0.5496
Epoch 1/1... Discriminator Loss: 1.3714... Generator Loss: 0.5895
Epoch 1/1... Discriminator Loss: 1.3277... Generator Loss: 0.5446
Epoch 1/1... Discriminator Loss: 0.8923... Generator Loss: 1.2662
Epoch 1/1... Discriminator Loss: 1.1653... Generator Loss: 0.7982
Epoch 1/1... Discriminator Loss: 0.9050... Generator Loss: 1.9312
Epoch 1/1... Discriminator Loss: 0.9507... Generator Loss: 0.9901
Epoch 1/1... Discriminator Loss: 1.2224... Generator Loss: 0.9461
Epoch 1/1... Discriminator Loss: 1.2029... Generator Loss: 0.8176
Epoch 1/1... Discriminator Loss: 1.2192... Generator Loss: 0.7976
Epoch 1/1... Discriminator Loss: 1.2095... Generator Loss: 0.7308
Epoch 1/1... Discriminator Loss: 1.1538... Generator Loss: 0.6575
Epoch 1/1... Discriminator Loss: 1.0238... Generator Loss: 1.1175
Epoch 1/1... Discriminator Loss: 1.0127... Generator Loss: 1.0382
Epoch 1/1... Discriminator Loss: 1.1593... Generator Loss: 0.7188
Epoch 1/1... Discriminator Loss: 1.1768... Generator Loss: 0.7536
Epoch 1/1... Discriminator Loss: 1.4600... Generator Loss: 0.6350
Epoch 1/1... Discriminator Loss: 1.2684... Generator Loss: 0.6545
Epoch 1/1... Discriminator Loss: 1.0516... Generator Loss: 0.8222
Epoch 1/1... Discriminator Loss: 1.1672... Generator Loss: 0.8493
Epoch 1/1... Discriminator Loss: 1.4914... Generator Loss: 0.4687
Epoch 1/1... Discriminator Loss: 1.2826... Generator Loss: 1.0763
Epoch 1/1... Discriminator Loss: 1.1615... Generator Loss: 1.0163
Epoch 1/1... Discriminator Loss: 1.2248... Generator Loss: 0.7633
Epoch 1/1... Discriminator Loss: 0.9463... Generator Loss: 1.2178
Epoch 1/1... Discriminator Loss: 1.1976... Generator Loss: 0.8336
Epoch 1/1... Discriminator Loss: 1.1653... Generator Loss: 0.7621
Epoch 1/1... Discriminator Loss: 1.2797... Generator Loss: 0.6715
Epoch 1/1... Discriminator Loss: 1.1583... Generator Loss: 0.8330
Epoch 1/1... Discriminator Loss: 1.0652... Generator Loss: 1.2128
Epoch 1/1... Discriminator Loss: 1.2584... Generator Loss: 0.6405
Epoch 1/1... Discriminator Loss: 1.1925... Generator Loss: 0.8502
Epoch 1/1... Discriminator Loss: 1.0272... Generator Loss: 0.8802
Epoch 1/1... Discriminator Loss: 0.9392... Generator Loss: 1.0555
Epoch 1/1... Discriminator Loss: 1.1332... Generator Loss: 0.8316
Epoch 1/1... Discriminator Loss: 1.1547... Generator Loss: 1.0480
Epoch 1/1... Discriminator Loss: 1.1058... Generator Loss: 1.0215
Epoch 1/1... Discriminator Loss: 1.2098... Generator Loss: 0.7793
Epoch 1/1... Discriminator Loss: 1.1943... Generator Loss: 0.6237
Epoch 1/1... Discriminator Loss: 0.7306... Generator Loss: 1.6838
Epoch 1/1... Discriminator Loss: 1.2033... Generator Loss: 0.7402
Epoch 1/1... Discriminator Loss: 1.2913... Generator Loss: 0.6188
Epoch 1/1... Discriminator Loss: 1.1365... Generator Loss: 0.7513
Epoch 1/1... Discriminator Loss: 1.0480... Generator Loss: 0.8542
Epoch 1/1... Discriminator Loss: 1.0910... Generator Loss: 0.7989
Epoch 1/1... Discriminator Loss: 0.8421... Generator Loss: 1.4499
Epoch 1/1... Discriminator Loss: 0.9892... Generator Loss: 1.1437
Epoch 1/1... Discriminator Loss: 0.9416... Generator Loss: 1.4512
Epoch 1/1... Discriminator Loss: 1.0017... Generator Loss: 1.0953
Epoch 1/1... Discriminator Loss: 1.1551... Generator Loss: 0.9515
Epoch 1/1... Discriminator Loss: 1.2611... Generator Loss: 0.5663
Epoch 1/1... Discriminator Loss: 1.2522... Generator Loss: 0.6412
Epoch 1/1... Discriminator Loss: 0.8711... Generator Loss: 1.2223
Epoch 1/1... Discriminator Loss: 1.3870... Generator Loss: 0.7719
Epoch 1/1... Discriminator Loss: 1.0222... Generator Loss: 0.8419
Epoch 1/1... Discriminator Loss: 1.1788... Generator Loss: 0.7969
Epoch 1/1... Discriminator Loss: 1.0367... Generator Loss: 1.1719
Epoch 1/1... Discriminator Loss: 1.0420... Generator Loss: 1.2332
Epoch 1/1... Discriminator Loss: 0.8510... Generator Loss: 1.4532
Epoch 1/1... Discriminator Loss: 1.1440... Generator Loss: 0.8377
Epoch 1/1... Discriminator Loss: 1.6160... Generator Loss: 0.4759
Epoch 1/1... Discriminator Loss: 1.0627... Generator Loss: 1.0365
Epoch 1/1... Discriminator Loss: 1.1854... Generator Loss: 0.6587
Epoch 1/1... Discriminator Loss: 1.2334... Generator Loss: 0.6496
Epoch 1/1... Discriminator Loss: 0.8423... Generator Loss: 1.3334
Epoch 1/1... Discriminator Loss: 1.0988... Generator Loss: 0.8007
Epoch 1/1... Discriminator Loss: 1.3577... Generator Loss: 0.5672
Epoch 1/1... Discriminator Loss: 1.3393... Generator Loss: 0.5361
Epoch 1/1... Discriminator Loss: 1.2081... Generator Loss: 0.7041
Epoch 1/1... Discriminator Loss: 1.2740... Generator Loss: 0.6620
Epoch 1/1... Discriminator Loss: 1.1144... Generator Loss: 0.9081
Epoch 1/1... Discriminator Loss: 1.4183... Generator Loss: 0.5108
Epoch 1/1... Discriminator Loss: 1.0081... Generator Loss: 1.0000
Epoch 1/1... Discriminator Loss: 1.1978... Generator Loss: 0.6346
Epoch 1/1... Discriminator Loss: 0.9442... Generator Loss: 1.0167
Epoch 1/1... Discriminator Loss: 0.9412... Generator Loss: 1.3540
Epoch 1/1... Discriminator Loss: 1.1604... Generator Loss: 0.7203
Epoch 1/1... Discriminator Loss: 1.1366... Generator Loss: 0.9524
Epoch 1/1... Discriminator Loss: 0.9394... Generator Loss: 1.0409
Epoch 1/1... Discriminator Loss: 1.0579... Generator Loss: 0.9544
Epoch 1/1... Discriminator Loss: 1.2319... Generator Loss: 0.6473
Epoch 1/1... Discriminator Loss: 1.0383... Generator Loss: 0.9248
Epoch 1/1... Discriminator Loss: 1.4976... Generator Loss: 0.4706
Epoch 1/1... Discriminator Loss: 1.2560... Generator Loss: 0.6854
Epoch 1/1... Discriminator Loss: 1.0974... Generator Loss: 0.8340
Epoch 1/1... Discriminator Loss: 0.9269... Generator Loss: 1.2028
Epoch 1/1... Discriminator Loss: 1.1388... Generator Loss: 0.7511
Epoch 1/1... Discriminator Loss: 1.1239... Generator Loss: 1.1096
Epoch 1/1... Discriminator Loss: 1.0411... Generator Loss: 0.8546
Epoch 1/1... Discriminator Loss: 1.1493... Generator Loss: 0.7649
Epoch 1/1... Discriminator Loss: 1.0980... Generator Loss: 0.8134
Epoch 1/1... Discriminator Loss: 1.2167... Generator Loss: 1.0503
Epoch 1/1... Discriminator Loss: 1.1954... Generator Loss: 0.7235
Epoch 1/1... Discriminator Loss: 1.3365... Generator Loss: 0.5908
Epoch 1/1... Discriminator Loss: 1.4055... Generator Loss: 0.7819
Epoch 1/1... Discriminator Loss: 1.2065... Generator Loss: 0.7910
Epoch 1/1... Discriminator Loss: 0.9714... Generator Loss: 0.9810
Epoch 1/1... Discriminator Loss: 0.9914... Generator Loss: 0.9234
Epoch 1/1... Discriminator Loss: 1.0173... Generator Loss: 0.9341
Epoch 1/1... Discriminator Loss: 1.1159... Generator Loss: 0.8847
Epoch 1/1... Discriminator Loss: 1.1333... Generator Loss: 0.7011
Epoch 1/1... Discriminator Loss: 1.2606... Generator Loss: 0.7303
Epoch 1/1... Discriminator Loss: 1.2603... Generator Loss: 0.7174
Epoch 1/1... Discriminator Loss: 1.1215... Generator Loss: 1.0443
Epoch 1/1... Discriminator Loss: 1.2438... Generator Loss: 0.6421
Epoch 1/1... Discriminator Loss: 1.1426... Generator Loss: 1.0612
Epoch 1/1... Discriminator Loss: 1.0666... Generator Loss: 0.8562
Epoch 1/1... Discriminator Loss: 1.0054... Generator Loss: 1.2354
Epoch 1/1... Discriminator Loss: 0.8877... Generator Loss: 1.1180
Epoch 1/1... Discriminator Loss: 1.1957... Generator Loss: 0.9374
Epoch 1/1... Discriminator Loss: 1.0574... Generator Loss: 0.9242
Epoch 1/1... Discriminator Loss: 1.3813... Generator Loss: 0.5616
Epoch 1/1... Discriminator Loss: 1.1691... Generator Loss: 0.9716
Epoch 1/1... Discriminator Loss: 1.2367... Generator Loss: 0.8217
Epoch 1/1... Discriminator Loss: 0.8502... Generator Loss: 1.2166
Epoch 1/1... Discriminator Loss: 1.2715... Generator Loss: 0.7332
Epoch 1/1... Discriminator Loss: 1.0895... Generator Loss: 0.8107
Epoch 1/1... Discriminator Loss: 0.9211... Generator Loss: 1.2076
Epoch 1/1... Discriminator Loss: 1.1493... Generator Loss: 0.8848
Epoch 1/1... Discriminator Loss: 1.3879... Generator Loss: 0.5707
Epoch 1/1... Discriminator Loss: 1.2159... Generator Loss: 0.8096
Epoch 1/1... Discriminator Loss: 0.9070... Generator Loss: 1.1991
Epoch 1/1... Discriminator Loss: 1.1964... Generator Loss: 0.7878
Epoch 1/1... Discriminator Loss: 1.2943... Generator Loss: 0.6846
Epoch 1/1... Discriminator Loss: 1.0287... Generator Loss: 1.2405
Epoch 1/1... Discriminator Loss: 1.2736... Generator Loss: 0.6795
Epoch 1/1... Discriminator Loss: 0.9700... Generator Loss: 0.9548
Epoch 1/1... Discriminator Loss: 1.1566... Generator Loss: 0.7067
Epoch 1/1... Discriminator Loss: 1.1365... Generator Loss: 0.7028
Epoch 1/1... Discriminator Loss: 1.0351... Generator Loss: 1.0469
Epoch 1/1... Discriminator Loss: 1.2404... Generator Loss: 0.7030
Epoch 1/1... Discriminator Loss: 1.0078... Generator Loss: 1.2479
Epoch 1/1... Discriminator Loss: 1.2831... Generator Loss: 0.6053
Epoch 1/1... Discriminator Loss: 1.0196... Generator Loss: 0.7937
Epoch 1/1... Discriminator Loss: 1.4566... Generator Loss: 0.5616
Epoch 1/1... Discriminator Loss: 0.9922... Generator Loss: 0.9682
Epoch 1/1... Discriminator Loss: 1.0852... Generator Loss: 0.8294
Epoch 1/1... Discriminator Loss: 0.8627... Generator Loss: 1.2697
Epoch 1/1... Discriminator Loss: 1.3574... Generator Loss: 0.7430
Epoch 1/1... Discriminator Loss: 0.9887... Generator Loss: 0.9484
Epoch 1/1... Discriminator Loss: 1.0585... Generator Loss: 0.8606
Epoch 1/1... Discriminator Loss: 1.2409... Generator Loss: 0.7103
Epoch 1/1... Discriminator Loss: 1.1174... Generator Loss: 0.7407
Epoch 1/1... Discriminator Loss: 1.2316... Generator Loss: 0.7254
Epoch 1/1... Discriminator Loss: 1.0995... Generator Loss: 1.0342
Epoch 1/1... Discriminator Loss: 1.1832... Generator Loss: 0.8661
Epoch 1/1... Discriminator Loss: 0.8302... Generator Loss: 1.3976
Epoch 1/1... Discriminator Loss: 1.0913... Generator Loss: 1.1306
Epoch 1/1... Discriminator Loss: 1.1957... Generator Loss: 0.6695
Epoch 1/1... Discriminator Loss: 0.8962... Generator Loss: 1.2905
Epoch 1/1... Discriminator Loss: 1.0160... Generator Loss: 0.9282
Epoch 1/1... Discriminator Loss: 1.2836... Generator Loss: 0.9772
Epoch 1/1... Discriminator Loss: 1.0646... Generator Loss: 0.8367
Epoch 1/1... Discriminator Loss: 0.6841... Generator Loss: 1.6484
Epoch 1/1... Discriminator Loss: 1.2312... Generator Loss: 0.7754
Epoch 1/1... Discriminator Loss: 1.0583... Generator Loss: 0.8530
Epoch 1/1... Discriminator Loss: 1.0413... Generator Loss: 0.9085
Epoch 1/1... Discriminator Loss: 1.3290... Generator Loss: 0.8044
Epoch 1/1... Discriminator Loss: 0.9832... Generator Loss: 1.0199
Epoch 1/1... Discriminator Loss: 1.1298... Generator Loss: 0.7038
Epoch 1/1... Discriminator Loss: 1.0591... Generator Loss: 1.0408
Epoch 1/1... Discriminator Loss: 1.1419... Generator Loss: 0.7383
Epoch 1/1... Discriminator Loss: 1.0873... Generator Loss: 0.8850
Epoch 1/1... Discriminator Loss: 1.0253... Generator Loss: 1.0297
Epoch 1/1... Discriminator Loss: 1.0631... Generator Loss: 0.8612
Epoch 1/1... Discriminator Loss: 1.3205... Generator Loss: 0.6225
Epoch 1/1... Discriminator Loss: 1.0770... Generator Loss: 0.8941
Epoch 1/1... Discriminator Loss: 1.1264... Generator Loss: 0.7333
Epoch 1/1... Discriminator Loss: 1.0692... Generator Loss: 1.1078
Epoch 1/1... Discriminator Loss: 0.8922... Generator Loss: 1.2812
Epoch 1/1... Discriminator Loss: 1.3888... Generator Loss: 0.5682
Epoch 1/1... Discriminator Loss: 1.2379... Generator Loss: 0.7259
Epoch 1/1... Discriminator Loss: 1.2950... Generator Loss: 0.7517
Epoch 1/1... Discriminator Loss: 1.2222... Generator Loss: 0.8515
Epoch 1/1... Discriminator Loss: 1.2460... Generator Loss: 0.6629
Epoch 1/1... Discriminator Loss: 1.0405... Generator Loss: 0.9220
Epoch 1/1... Discriminator Loss: 1.0895... Generator Loss: 1.1594
Epoch 1/1... Discriminator Loss: 1.2170... Generator Loss: 0.6612
Epoch 1/1... Discriminator Loss: 1.1990... Generator Loss: 0.7072
Epoch 1/1... Discriminator Loss: 1.2471... Generator Loss: 0.9294
Epoch 1/1... Discriminator Loss: 1.1174... Generator Loss: 0.9082
Epoch 1/1... Discriminator Loss: 1.0455... Generator Loss: 0.9240
Epoch 1/1... Discriminator Loss: 1.0477... Generator Loss: 1.1070
Epoch 1/1... Discriminator Loss: 1.2598... Generator Loss: 0.7717
Epoch 1/1... Discriminator Loss: 1.5613... Generator Loss: 0.5077
Epoch 1/1... Discriminator Loss: 1.0835... Generator Loss: 0.9670
Epoch 1/1... Discriminator Loss: 1.1864... Generator Loss: 0.7793
Epoch 1/1... Discriminator Loss: 1.0830... Generator Loss: 0.8194
Epoch 1/1... Discriminator Loss: 1.1324... Generator Loss: 0.7962
Epoch 1/1... Discriminator Loss: 1.1748... Generator Loss: 0.7627
Epoch 1/1... Discriminator Loss: 1.1559... Generator Loss: 0.8773
Epoch 1/1... Discriminator Loss: 1.2161... Generator Loss: 0.6367
Epoch 1/1... Discriminator Loss: 1.3449... Generator Loss: 0.6273
Epoch 1/1... Discriminator Loss: 1.3387... Generator Loss: 0.7257
Epoch 1/1... Discriminator Loss: 1.1839... Generator Loss: 0.6675
Epoch 1/1... Discriminator Loss: 1.2031... Generator Loss: 0.9317
Epoch 1/1... Discriminator Loss: 1.1629... Generator Loss: 0.7058
Epoch 1/1... Discriminator Loss: 1.2350... Generator Loss: 0.7404
Epoch 1/1... Discriminator Loss: 0.9905... Generator Loss: 1.1310
Epoch 1/1... Discriminator Loss: 1.1568... Generator Loss: 0.8076
Epoch 1/1... Discriminator Loss: 1.4955... Generator Loss: 0.5078
Epoch 1/1... Discriminator Loss: 1.2594... Generator Loss: 0.6723
Epoch 1/1... Discriminator Loss: 1.0477... Generator Loss: 0.9392
Epoch 1/1... Discriminator Loss: 0.9259... Generator Loss: 1.2291
Epoch 1/1... Discriminator Loss: 1.0721... Generator Loss: 1.1550
Epoch 1/1... Discriminator Loss: 1.1003... Generator Loss: 0.9280
Epoch 1/1... Discriminator Loss: 1.3023... Generator Loss: 0.6342
Epoch 1/1... Discriminator Loss: 1.1812... Generator Loss: 0.7072
Epoch 1/1... Discriminator Loss: 1.1127... Generator Loss: 0.7334
Epoch 1/1... Discriminator Loss: 1.1053... Generator Loss: 1.1580
Epoch 1/1... Discriminator Loss: 1.3805... Generator Loss: 0.5777
Epoch 1/1... Discriminator Loss: 0.9755... Generator Loss: 1.0456
Epoch 1/1... Discriminator Loss: 1.2296... Generator Loss: 0.6306
Epoch 1/1... Discriminator Loss: 1.2322... Generator Loss: 0.6294
Epoch 1/1... Discriminator Loss: 1.2864... Generator Loss: 0.8342
Epoch 1/1... Discriminator Loss: 1.2922... Generator Loss: 0.7124
Epoch 1/1... Discriminator Loss: 1.0433... Generator Loss: 1.0710
Epoch 1/1... Discriminator Loss: 1.0117... Generator Loss: 0.8734
Epoch 1/1... Discriminator Loss: 1.0455... Generator Loss: 0.9327
Epoch 1/1... Discriminator Loss: 1.3934... Generator Loss: 0.6709
Epoch 1/1... Discriminator Loss: 0.9437... Generator Loss: 1.1404
Epoch 1/1... Discriminator Loss: 1.0615... Generator Loss: 0.8872
Epoch 1/1... Discriminator Loss: 0.9919... Generator Loss: 1.0908
Epoch 1/1... Discriminator Loss: 1.0940... Generator Loss: 0.9977
Epoch 1/1... Discriminator Loss: 0.9530... Generator Loss: 1.1811
Epoch 1/1... Discriminator Loss: 0.9998... Generator Loss: 1.0926
Epoch 1/1... Discriminator Loss: 1.0893... Generator Loss: 0.9059
Epoch 1/1... Discriminator Loss: 1.1850... Generator Loss: 0.9248
Epoch 1/1... Discriminator Loss: 0.9888... Generator Loss: 1.0341
Epoch 1/1... Discriminator Loss: 1.5628... Generator Loss: 0.4502
Epoch 1/1... Discriminator Loss: 1.1414... Generator Loss: 0.7634
Epoch 1/1... Discriminator Loss: 1.4630... Generator Loss: 0.5150
Epoch 1/1... Discriminator Loss: 1.1828... Generator Loss: 0.8939
Epoch 1/1... Discriminator Loss: 1.2352... Generator Loss: 0.9876
Epoch 1/1... Discriminator Loss: 0.8816... Generator Loss: 1.3419
Epoch 1/1... Discriminator Loss: 0.8804... Generator Loss: 1.2416
Epoch 1/1... Discriminator Loss: 1.1892... Generator Loss: 0.9002
Epoch 1/1... Discriminator Loss: 1.2662... Generator Loss: 0.6519
Epoch 1/1... Discriminator Loss: 1.0744... Generator Loss: 1.0929
Epoch 1/1... Discriminator Loss: 1.0522... Generator Loss: 1.0848
Epoch 1/1... Discriminator Loss: 1.0587... Generator Loss: 0.9260
Epoch 1/1... Discriminator Loss: 1.1187... Generator Loss: 0.9198
Epoch 1/1... Discriminator Loss: 1.0650... Generator Loss: 0.9279
Epoch 1/1... Discriminator Loss: 1.1811... Generator Loss: 0.8276
Epoch 1/1... Discriminator Loss: 1.0980... Generator Loss: 0.8783
Epoch 1/1... Discriminator Loss: 1.2793... Generator Loss: 0.7100
Epoch 1/1... Discriminator Loss: 1.0927... Generator Loss: 0.9720
Epoch 1/1... Discriminator Loss: 1.1647... Generator Loss: 0.7485
Epoch 1/1... Discriminator Loss: 1.1605... Generator Loss: 0.9597
Epoch 1/1... Discriminator Loss: 1.1416... Generator Loss: 0.7618
Epoch 1/1... Discriminator Loss: 1.4803... Generator Loss: 0.4451
Epoch 1/1... Discriminator Loss: 1.1495... Generator Loss: 1.0405
Epoch 1/1... Discriminator Loss: 0.9614... Generator Loss: 0.9381
Epoch 1/1... Discriminator Loss: 0.8448... Generator Loss: 1.3358
Epoch 1/1... Discriminator Loss: 0.8758... Generator Loss: 1.1358
Epoch 1/1... Discriminator Loss: 1.5957... Generator Loss: 0.5165
Epoch 1/1... Discriminator Loss: 1.2354... Generator Loss: 0.8468
Epoch 1/1... Discriminator Loss: 1.3383... Generator Loss: 0.6443
Epoch 1/1... Discriminator Loss: 0.9830... Generator Loss: 1.0089
Epoch 1/1... Discriminator Loss: 1.1012... Generator Loss: 0.8360
Epoch 1/1... Discriminator Loss: 1.2315... Generator Loss: 0.7676
Epoch 1/1... Discriminator Loss: 1.5007... Generator Loss: 0.6241
Epoch 1/1... Discriminator Loss: 1.0164... Generator Loss: 0.8563
Epoch 1/1... Discriminator Loss: 1.1753... Generator Loss: 0.8106
Epoch 1/1... Discriminator Loss: 1.2034... Generator Loss: 0.8608
Epoch 1/1... Discriminator Loss: 1.1896... Generator Loss: 0.8584
Epoch 1/1... Discriminator Loss: 1.2508... Generator Loss: 0.6235
Epoch 1/1... Discriminator Loss: 1.1022... Generator Loss: 0.8639
Epoch 1/1... Discriminator Loss: 1.2670... Generator Loss: 0.7712
Epoch 1/1... Discriminator Loss: 1.1848... Generator Loss: 0.7560
Epoch 1/1... Discriminator Loss: 1.1869... Generator Loss: 0.8401
Epoch 1/1... Discriminator Loss: 1.0219... Generator Loss: 0.9403
Epoch 1/1... Discriminator Loss: 1.1782... Generator Loss: 0.7263
Epoch 1/1... Discriminator Loss: 1.2048... Generator Loss: 0.8781
Epoch 1/1... Discriminator Loss: 1.1007... Generator Loss: 1.0184
Epoch 1/1... Discriminator Loss: 1.1894... Generator Loss: 0.8469
Epoch 1/1... Discriminator Loss: 1.0410... Generator Loss: 0.8669
Epoch 1/1... Discriminator Loss: 1.3483... Generator Loss: 0.6010
Epoch 1/1... Discriminator Loss: 1.0219... Generator Loss: 1.1142
Epoch 1/1... Discriminator Loss: 1.0787... Generator Loss: 0.8615
Epoch 1/1... Discriminator Loss: 1.0815... Generator Loss: 0.8879
Epoch 1/1... Discriminator Loss: 1.0524... Generator Loss: 0.9163
Epoch 1/1... Discriminator Loss: 1.3626... Generator Loss: 0.6280
Epoch 1/1... Discriminator Loss: 1.1647... Generator Loss: 0.7188
Epoch 1/1... Discriminator Loss: 1.4504... Generator Loss: 0.4924
Epoch 1/1... Discriminator Loss: 1.1650... Generator Loss: 0.7274
Epoch 1/1... Discriminator Loss: 1.1398... Generator Loss: 0.9015
Epoch 1/1... Discriminator Loss: 1.1932... Generator Loss: 0.7193
Epoch 1/1... Discriminator Loss: 1.3596... Generator Loss: 0.6814
Epoch 1/1... Discriminator Loss: 1.4153... Generator Loss: 0.7852
Epoch 1/1... Discriminator Loss: 1.0995... Generator Loss: 0.7706
Epoch 1/1... Discriminator Loss: 1.2346... Generator Loss: 0.8706
Epoch 1/1... Discriminator Loss: 1.0540... Generator Loss: 1.4720
Epoch 1/1... Discriminator Loss: 1.0696... Generator Loss: 0.8104
Epoch 1/1... Discriminator Loss: 1.1808... Generator Loss: 1.0964
Epoch 1/1... Discriminator Loss: 0.9415... Generator Loss: 1.1431
Epoch 1/1... Discriminator Loss: 1.4482... Generator Loss: 0.5379
Epoch 1/1... Discriminator Loss: 0.7752... Generator Loss: 1.2594
Epoch 1/1... Discriminator Loss: 1.3832... Generator Loss: 0.7659
Epoch 1/1... Discriminator Loss: 0.9801... Generator Loss: 1.0023
Epoch 1/1... Discriminator Loss: 1.5182... Generator Loss: 0.6528
Epoch 1/1... Discriminator Loss: 1.1779... Generator Loss: 0.9345
Epoch 1/1... Discriminator Loss: 1.0631... Generator Loss: 1.4822
Epoch 1/1... Discriminator Loss: 1.0924... Generator Loss: 0.8480
Epoch 1/1... Discriminator Loss: 1.0362... Generator Loss: 0.9345
Epoch 1/1... Discriminator Loss: 1.2592... Generator Loss: 0.6223
Epoch 1/1... Discriminator Loss: 1.1447... Generator Loss: 1.1335
Epoch 1/1... Discriminator Loss: 1.3805... Generator Loss: 0.5943
Epoch 1/1... Discriminator Loss: 1.1680... Generator Loss: 0.8797
Epoch 1/1... Discriminator Loss: 1.2524... Generator Loss: 0.7887
Epoch 1/1... Discriminator Loss: 1.1495... Generator Loss: 0.7241
Epoch 1/1... Discriminator Loss: 1.2138... Generator Loss: 0.7154
Epoch 1/1... Discriminator Loss: 0.8069... Generator Loss: 1.3919
Epoch 1/1... Discriminator Loss: 1.2640... Generator Loss: 0.7784
Epoch 1/1... Discriminator Loss: 1.0340... Generator Loss: 1.1340
Epoch 1/1... Discriminator Loss: 1.0893... Generator Loss: 0.8982
Epoch 1/1... Discriminator Loss: 1.3035... Generator Loss: 0.6643
Epoch 1/1... Discriminator Loss: 1.1429... Generator Loss: 0.6576
Epoch 1/1... Discriminator Loss: 1.1699... Generator Loss: 0.8093
Epoch 1/1... Discriminator Loss: 1.3131... Generator Loss: 0.8189
Epoch 1/1... Discriminator Loss: 1.0173... Generator Loss: 1.1965
Epoch 1/1... Discriminator Loss: 1.0796... Generator Loss: 1.1325
Epoch 1/1... Discriminator Loss: 1.1767... Generator Loss: 0.6835
Epoch 1/1... Discriminator Loss: 0.9710... Generator Loss: 0.9582
Epoch 1/1... Discriminator Loss: 1.4099... Generator Loss: 0.5163
Epoch 1/1... Discriminator Loss: 1.0825... Generator Loss: 1.1610
Epoch 1/1... Discriminator Loss: 1.1320... Generator Loss: 0.9226
Epoch 1/1... Discriminator Loss: 1.5035... Generator Loss: 0.4753
Epoch 1/1... Discriminator Loss: 1.1412... Generator Loss: 0.8399
Epoch 1/1... Discriminator Loss: 1.1490... Generator Loss: 0.7975
Epoch 1/1... Discriminator Loss: 1.1604... Generator Loss: 0.7878
Epoch 1/1... Discriminator Loss: 1.1747... Generator Loss: 0.7736
Epoch 1/1... Discriminator Loss: 1.2875... Generator Loss: 0.6846
Epoch 1/1... Discriminator Loss: 1.1252... Generator Loss: 0.7582
Epoch 1/1... Discriminator Loss: 1.4031... Generator Loss: 0.6612
Epoch 1/1... Discriminator Loss: 1.0140... Generator Loss: 0.9573
Epoch 1/1... Discriminator Loss: 1.2745... Generator Loss: 0.8053
Epoch 1/1... Discriminator Loss: 1.1305... Generator Loss: 0.7924
Epoch 1/1... Discriminator Loss: 1.4025... Generator Loss: 0.6033
Epoch 1/1... Discriminator Loss: 1.0229... Generator Loss: 0.8319
Epoch 1/1... Discriminator Loss: 0.9779... Generator Loss: 1.0176
Epoch 1/1... Discriminator Loss: 1.3381... Generator Loss: 0.5516
Epoch 1/1... Discriminator Loss: 1.3334... Generator Loss: 0.5516
Epoch 1/1... Discriminator Loss: 1.0860... Generator Loss: 1.0890
Epoch 1/1... Discriminator Loss: 1.3686... Generator Loss: 0.6846
Epoch 1/1... Discriminator Loss: 1.1050... Generator Loss: 0.8231
Epoch 1/1... Discriminator Loss: 1.3279... Generator Loss: 0.8152
Epoch 1/1... Discriminator Loss: 1.1824... Generator Loss: 0.6840
Epoch 1/1... Discriminator Loss: 1.3166... Generator Loss: 0.6947
Epoch 1/1... Discriminator Loss: 0.9813... Generator Loss: 1.0019
Epoch 1/1... Discriminator Loss: 0.9430... Generator Loss: 1.1086
Epoch 1/1... Discriminator Loss: 1.1227... Generator Loss: 1.0964
Epoch 1/1... Discriminator Loss: 1.2488... Generator Loss: 0.8372
Epoch 1/1... Discriminator Loss: 1.1473... Generator Loss: 0.9866
Epoch 1/1... Discriminator Loss: 1.2714... Generator Loss: 0.9357
Epoch 1/1... Discriminator Loss: 1.1691... Generator Loss: 0.7980
Epoch 1/1... Discriminator Loss: 1.0934... Generator Loss: 0.8228
Epoch 1/1... Discriminator Loss: 1.2075... Generator Loss: 0.9899
Epoch 1/1... Discriminator Loss: 1.2628... Generator Loss: 0.7035
Epoch 1/1... Discriminator Loss: 0.9684... Generator Loss: 0.9756
Epoch 1/1... Discriminator Loss: 1.1154... Generator Loss: 0.7040
Epoch 1/1... Discriminator Loss: 1.2174... Generator Loss: 0.7647
Epoch 1/1... Discriminator Loss: 1.3025... Generator Loss: 0.6124
Epoch 1/1... Discriminator Loss: 1.1337... Generator Loss: 0.7671
Epoch 1/1... Discriminator Loss: 0.8887... Generator Loss: 1.1528
Epoch 1/1... Discriminator Loss: 1.0464... Generator Loss: 1.0005
Epoch 1/1... Discriminator Loss: 1.4770... Generator Loss: 0.6333
Epoch 1/1... Discriminator Loss: 0.9152... Generator Loss: 1.0384
Epoch 1/1... Discriminator Loss: 1.4371... Generator Loss: 0.5810
Epoch 1/1... Discriminator Loss: 1.2812... Generator Loss: 0.7211
Epoch 1/1... Discriminator Loss: 1.4327... Generator Loss: 0.5503
Epoch 1/1... Discriminator Loss: 1.3683... Generator Loss: 1.1337
Epoch 1/1... Discriminator Loss: 1.0255... Generator Loss: 1.0132
Epoch 1/1... Discriminator Loss: 1.2877... Generator Loss: 0.7752
Epoch 1/1... Discriminator Loss: 1.3307... Generator Loss: 0.6898
Epoch 1/1... Discriminator Loss: 0.9959... Generator Loss: 0.9413
Epoch 1/1... Discriminator Loss: 0.8172... Generator Loss: 1.3283
Epoch 1/1... Discriminator Loss: 1.4023... Generator Loss: 0.6613
Epoch 1/1... Discriminator Loss: 1.1488... Generator Loss: 0.8232
Epoch 1/1... Discriminator Loss: 1.1123... Generator Loss: 1.0104
Epoch 1/1... Discriminator Loss: 1.0079... Generator Loss: 1.0790
Epoch 1/1... Discriminator Loss: 1.2958... Generator Loss: 0.9353
Epoch 1/1... Discriminator Loss: 1.2556... Generator Loss: 0.6237
Epoch 1/1... Discriminator Loss: 1.3132... Generator Loss: 0.6172
Epoch 1/1... Discriminator Loss: 0.9991... Generator Loss: 1.1449
Epoch 1/1... Discriminator Loss: 1.2562... Generator Loss: 0.6137
Epoch 1/1... Discriminator Loss: 1.1827... Generator Loss: 0.6975
Epoch 1/1... Discriminator Loss: 1.0974... Generator Loss: 0.8061
Epoch 1/1... Discriminator Loss: 1.2236... Generator Loss: 0.6894
Epoch 1/1... Discriminator Loss: 1.1209... Generator Loss: 0.7979
Epoch 1/1... Discriminator Loss: 1.2882... Generator Loss: 0.7175
Epoch 1/1... Discriminator Loss: 1.1219... Generator Loss: 0.9562
Epoch 1/1... Discriminator Loss: 0.9125... Generator Loss: 1.4459
Epoch 1/1... Discriminator Loss: 1.1087... Generator Loss: 0.7490
Epoch 1/1... Discriminator Loss: 1.5483... Generator Loss: 0.4689
Epoch 1/1... Discriminator Loss: 1.3425... Generator Loss: 0.6365
Epoch 1/1... Discriminator Loss: 1.0242... Generator Loss: 0.9428
Epoch 1/1... Discriminator Loss: 1.0805... Generator Loss: 0.8864
Epoch 1/1... Discriminator Loss: 1.7819... Generator Loss: 0.3525
Epoch 1/1... Discriminator Loss: 1.0003... Generator Loss: 1.0283
Epoch 1/1... Discriminator Loss: 1.3031... Generator Loss: 0.5818
Epoch 1/1... Discriminator Loss: 1.5709... Generator Loss: 0.4591
Epoch 1/1... Discriminator Loss: 1.3791... Generator Loss: 0.5387
Epoch 1/1... Discriminator Loss: 1.2760... Generator Loss: 0.6312
Epoch 1/1... Discriminator Loss: 1.2266... Generator Loss: 0.9500
Epoch 1/1... Discriminator Loss: 1.0967... Generator Loss: 0.9163
Epoch 1/1... Discriminator Loss: 0.7910... Generator Loss: 1.6671
Epoch 1/1... Discriminator Loss: 1.1031... Generator Loss: 0.8552
Epoch 1/1... Discriminator Loss: 1.0289... Generator Loss: 1.1634
Epoch 1/1... Discriminator Loss: 1.2862... Generator Loss: 0.7050
Epoch 1/1... Discriminator Loss: 1.1212... Generator Loss: 0.8663
Epoch 1/1... Discriminator Loss: 1.2491... Generator Loss: 0.6791
Epoch 1/1... Discriminator Loss: 0.8848... Generator Loss: 1.1258
Epoch 1/1... Discriminator Loss: 1.3587... Generator Loss: 0.7485
Epoch 1/1... Discriminator Loss: 1.5267... Generator Loss: 0.4649
Epoch 1/1... Discriminator Loss: 1.3484... Generator Loss: 0.5976
Epoch 1/1... Discriminator Loss: 1.1434... Generator Loss: 0.8551
Epoch 1/1... Discriminator Loss: 1.1596... Generator Loss: 1.0953
Epoch 1/1... Discriminator Loss: 1.1189... Generator Loss: 0.7146
Epoch 1/1... Discriminator Loss: 1.2894... Generator Loss: 0.7353
Epoch 1/1... Discriminator Loss: 1.1743... Generator Loss: 0.8140
Epoch 1/1... Discriminator Loss: 1.2327... Generator Loss: 0.8245
Epoch 1/1... Discriminator Loss: 1.1706... Generator Loss: 0.8018
Epoch 1/1... Discriminator Loss: 1.1571... Generator Loss: 0.8156
Epoch 1/1... Discriminator Loss: 1.1170... Generator Loss: 0.8208
Epoch 1/1... Discriminator Loss: 1.2318... Generator Loss: 0.6317
Epoch 1/1... Discriminator Loss: 0.9765... Generator Loss: 1.0300
Epoch 1/1... Discriminator Loss: 1.2192... Generator Loss: 0.8054
Epoch 1/1... Discriminator Loss: 1.2814... Generator Loss: 0.7316
Epoch 1/1... Discriminator Loss: 1.3351... Generator Loss: 0.6167
Epoch 1/1... Discriminator Loss: 1.2654... Generator Loss: 0.6768
Epoch 1/1... Discriminator Loss: 1.3672... Generator Loss: 0.7023
Epoch 1/1... Discriminator Loss: 1.2601... Generator Loss: 0.6895
Epoch 1/1... Discriminator Loss: 1.2917... Generator Loss: 0.9383
Epoch 1/1... Discriminator Loss: 1.2486... Generator Loss: 0.8576
Epoch 1/1... Discriminator Loss: 1.1557... Generator Loss: 1.0199
Epoch 1/1... Discriminator Loss: 1.2789... Generator Loss: 0.5706
Epoch 1/1... Discriminator Loss: 1.0770... Generator Loss: 1.0418
Epoch 1/1... Discriminator Loss: 1.0650... Generator Loss: 0.8749
Epoch 1/1... Discriminator Loss: 0.9923... Generator Loss: 1.1400
Epoch 1/1... Discriminator Loss: 1.0498... Generator Loss: 1.3502
Epoch 1/1... Discriminator Loss: 1.0544... Generator Loss: 1.1156
Epoch 1/1... Discriminator Loss: 1.2348... Generator Loss: 0.7285
Epoch 1/1... Discriminator Loss: 1.2265... Generator Loss: 1.0526
Epoch 1/1... Discriminator Loss: 1.1821... Generator Loss: 0.7019
Epoch 1/1... Discriminator Loss: 1.3716... Generator Loss: 0.6509
Epoch 1/1... Discriminator Loss: 1.3726... Generator Loss: 0.5554
Epoch 1/1... Discriminator Loss: 0.8292... Generator Loss: 1.3210
Epoch 1/1... Discriminator Loss: 0.8925... Generator Loss: 1.2809
Epoch 1/1... Discriminator Loss: 1.1873... Generator Loss: 0.7619
Epoch 1/1... Discriminator Loss: 1.4608... Generator Loss: 0.5306
Epoch 1/1... Discriminator Loss: 1.3796... Generator Loss: 0.5919
Epoch 1/1... Discriminator Loss: 1.4460... Generator Loss: 0.5450
Epoch 1/1... Discriminator Loss: 1.4459... Generator Loss: 0.5601
Epoch 1/1... Discriminator Loss: 1.3183... Generator Loss: 0.5808
Epoch 1/1... Discriminator Loss: 1.4391... Generator Loss: 0.5553
Epoch 1/1... Discriminator Loss: 1.0511... Generator Loss: 1.0058
Epoch 1/1... Discriminator Loss: 1.4205... Generator Loss: 0.5840
Epoch 1/1... Discriminator Loss: 1.1335... Generator Loss: 0.7239
Epoch 1/1... Discriminator Loss: 1.2475... Generator Loss: 0.6379
Epoch 1/1... Discriminator Loss: 1.2452... Generator Loss: 0.7295
Epoch 1/1... Discriminator Loss: 1.2336... Generator Loss: 1.0014
Epoch 1/1... Discriminator Loss: 1.1285... Generator Loss: 1.0800
Epoch 1/1... Discriminator Loss: 1.1401... Generator Loss: 0.8187
Epoch 1/1... Discriminator Loss: 1.3359... Generator Loss: 0.6368
Epoch 1/1... Discriminator Loss: 1.1749... Generator Loss: 0.7024
Epoch 1/1... Discriminator Loss: 1.3770... Generator Loss: 0.6210
Epoch 1/1... Discriminator Loss: 1.3078... Generator Loss: 0.5978
Epoch 1/1... Discriminator Loss: 1.2059... Generator Loss: 1.1688
Epoch 1/1... Discriminator Loss: 0.9746... Generator Loss: 0.8887
Epoch 1/1... Discriminator Loss: 1.1326... Generator Loss: 0.7858
Epoch 1/1... Discriminator Loss: 0.9257... Generator Loss: 1.1376
Epoch 1/1... Discriminator Loss: 1.2646... Generator Loss: 0.5849
Epoch 1/1... Discriminator Loss: 1.0510... Generator Loss: 0.8517
Epoch 1/1... Discriminator Loss: 1.0164... Generator Loss: 1.0453
Epoch 1/1... Discriminator Loss: 1.0310... Generator Loss: 0.9338
Epoch 1/1... Discriminator Loss: 1.3763... Generator Loss: 0.7667
Epoch 1/1... Discriminator Loss: 1.4866... Generator Loss: 0.5816
Epoch 1/1... Discriminator Loss: 1.0545... Generator Loss: 0.9906
Epoch 1/1... Discriminator Loss: 1.2042... Generator Loss: 0.7603
Epoch 1/1... Discriminator Loss: 1.4413... Generator Loss: 0.5084
Epoch 1/1... Discriminator Loss: 1.2554... Generator Loss: 0.6328
Epoch 1/1... Discriminator Loss: 1.2367... Generator Loss: 0.6852
Epoch 1/1... Discriminator Loss: 1.1424... Generator Loss: 0.8106
Epoch 1/1... Discriminator Loss: 1.3291... Generator Loss: 0.6597
Epoch 1/1... Discriminator Loss: 1.3508... Generator Loss: 0.6490
Epoch 1/1... Discriminator Loss: 1.1061... Generator Loss: 0.8948
Epoch 1/1... Discriminator Loss: 1.2059... Generator Loss: 0.8046
Epoch 1/1... Discriminator Loss: 1.1850... Generator Loss: 1.0365
Epoch 1/1... Discriminator Loss: 1.1480... Generator Loss: 0.7904
Epoch 1/1... Discriminator Loss: 1.2493... Generator Loss: 0.7455
Epoch 1/1... Discriminator Loss: 1.0087... Generator Loss: 1.2360
Epoch 1/1... Discriminator Loss: 1.2426... Generator Loss: 0.6891
Epoch 1/1... Discriminator Loss: 1.2902... Generator Loss: 0.6220
Epoch 1/1... Discriminator Loss: 1.4525... Generator Loss: 0.4832
Epoch 1/1... Discriminator Loss: 1.1614... Generator Loss: 0.7993
Epoch 1/1... Discriminator Loss: 1.3990... Generator Loss: 0.5362
Epoch 1/1... Discriminator Loss: 1.2570... Generator Loss: 0.7078
Epoch 1/1... Discriminator Loss: 1.0029... Generator Loss: 1.0952
Epoch 1/1... Discriminator Loss: 1.1618... Generator Loss: 0.6694
Epoch 1/1... Discriminator Loss: 1.0420... Generator Loss: 0.8811
Epoch 1/1... Discriminator Loss: 0.9479... Generator Loss: 1.0275
Epoch 1/1... Discriminator Loss: 0.9954... Generator Loss: 1.3851
Epoch 1/1... Discriminator Loss: 1.1953... Generator Loss: 1.0493
Epoch 1/1... Discriminator Loss: 1.2016... Generator Loss: 0.7139
Epoch 1/1... Discriminator Loss: 1.1737... Generator Loss: 0.6666
Epoch 1/1... Discriminator Loss: 1.1203... Generator Loss: 0.8620
Epoch 1/1... Discriminator Loss: 1.1400... Generator Loss: 0.9497
Epoch 1/1... Discriminator Loss: 1.2447... Generator Loss: 0.7489
Epoch 1/1... Discriminator Loss: 0.9996... Generator Loss: 1.0359
Epoch 1/1... Discriminator Loss: 1.4714... Generator Loss: 0.5627
Epoch 1/1... Discriminator Loss: 1.3115... Generator Loss: 0.7635
Epoch 1/1... Discriminator Loss: 0.9606... Generator Loss: 1.0739
Epoch 1/1... Discriminator Loss: 0.8938... Generator Loss: 1.2373
Epoch 1/1... Discriminator Loss: 1.2916... Generator Loss: 0.6413
Epoch 1/1... Discriminator Loss: 1.1034... Generator Loss: 0.9122
Epoch 1/1... Discriminator Loss: 0.9499... Generator Loss: 1.0079
Epoch 1/1... Discriminator Loss: 0.9957... Generator Loss: 1.1803
Epoch 1/1... Discriminator Loss: 1.1249... Generator Loss: 0.9589
Epoch 1/1... Discriminator Loss: 1.1045... Generator Loss: 0.8293
Epoch 1/1... Discriminator Loss: 1.3339... Generator Loss: 0.5358
Epoch 1/1... Discriminator Loss: 1.4443... Generator Loss: 0.5686
Epoch 1/1... Discriminator Loss: 1.1380... Generator Loss: 0.8275
Epoch 1/1... Discriminator Loss: 1.2098... Generator Loss: 0.6924
Epoch 1/1... Discriminator Loss: 1.3207... Generator Loss: 0.6223
Epoch 1/1... Discriminator Loss: 1.3136... Generator Loss: 0.6057
Epoch 1/1... Discriminator Loss: 1.4973... Generator Loss: 0.4289
Epoch 1/1... Discriminator Loss: 1.3091... Generator Loss: 0.9013
Epoch 1/1... Discriminator Loss: 1.1794... Generator Loss: 0.8384
Epoch 1/1... Discriminator Loss: 1.3012... Generator Loss: 0.5739
Epoch 1/1... Discriminator Loss: 1.1711... Generator Loss: 0.7538
Epoch 1/1... Discriminator Loss: 1.2562... Generator Loss: 0.8758
Epoch 1/1... Discriminator Loss: 1.3072... Generator Loss: 0.6816
Epoch 1/1... Discriminator Loss: 0.9296... Generator Loss: 1.1444
Epoch 1/1... Discriminator Loss: 1.1824... Generator Loss: 0.8232
Epoch 1/1... Discriminator Loss: 1.0794... Generator Loss: 0.9657
Epoch 1/1... Discriminator Loss: 1.1440... Generator Loss: 0.7859
Epoch 1/1... Discriminator Loss: 1.0249... Generator Loss: 0.9729
Epoch 1/1... Discriminator Loss: 1.0626... Generator Loss: 1.1190
Epoch 1/1... Discriminator Loss: 1.3336... Generator Loss: 0.5985
Epoch 1/1... Discriminator Loss: 1.0594... Generator Loss: 0.8277
Epoch 1/1... Discriminator Loss: 1.2755... Generator Loss: 0.6312
Epoch 1/1... Discriminator Loss: 1.2090... Generator Loss: 1.0314
Epoch 1/1... Discriminator Loss: 1.3202... Generator Loss: 0.5485
Epoch 1/1... Discriminator Loss: 1.0894... Generator Loss: 0.9464
Epoch 1/1... Discriminator Loss: 1.0335... Generator Loss: 1.0724
Epoch 1/1... Discriminator Loss: 1.1771... Generator Loss: 0.6488
Epoch 1/1... Discriminator Loss: 1.0975... Generator Loss: 0.9867
Epoch 1/1... Discriminator Loss: 1.0697... Generator Loss: 1.0389
Epoch 1/1... Discriminator Loss: 1.0315... Generator Loss: 0.9502
Epoch 1/1... Discriminator Loss: 1.4214... Generator Loss: 0.5288
Epoch 1/1... Discriminator Loss: 0.9639... Generator Loss: 1.2348
Epoch 1/1... Discriminator Loss: 1.2205... Generator Loss: 0.6568
Epoch 1/1... Discriminator Loss: 1.0471... Generator Loss: 1.0070
Epoch 1/1... Discriminator Loss: 1.6609... Generator Loss: 0.4738
Epoch 1/1... Discriminator Loss: 1.5319... Generator Loss: 0.5021
Epoch 1/1... Discriminator Loss: 1.1601... Generator Loss: 0.9903
Epoch 1/1... Discriminator Loss: 1.1184... Generator Loss: 0.9825
Epoch 1/1... Discriminator Loss: 1.3048... Generator Loss: 0.7564
Epoch 1/1... Discriminator Loss: 1.1674... Generator Loss: 0.9233
Epoch 1/1... Discriminator Loss: 1.4185... Generator Loss: 0.6773
Epoch 1/1... Discriminator Loss: 1.1330... Generator Loss: 0.9072
Epoch 1/1... Discriminator Loss: 1.2203... Generator Loss: 0.7324
Epoch 1/1... Discriminator Loss: 1.2493... Generator Loss: 0.7151
Epoch 1/1... Discriminator Loss: 1.1503... Generator Loss: 0.9923
Epoch 1/1... Discriminator Loss: 0.9867... Generator Loss: 1.2930
Epoch 1/1... Discriminator Loss: 0.9522... Generator Loss: 0.9792
Epoch 1/1... Discriminator Loss: 1.0266... Generator Loss: 0.8592
Epoch 1/1... Discriminator Loss: 1.0401... Generator Loss: 1.5247
Epoch 1/1... Discriminator Loss: 1.2332... Generator Loss: 0.6891
Epoch 1/1... Discriminator Loss: 1.1449... Generator Loss: 0.7399
Epoch 1/1... Discriminator Loss: 0.9090... Generator Loss: 1.1700
Epoch 1/1... Discriminator Loss: 0.9739... Generator Loss: 1.0572
Epoch 1/1... Discriminator Loss: 1.1432... Generator Loss: 0.8030
Epoch 1/1... Discriminator Loss: 1.1414... Generator Loss: 0.7496
Epoch 1/1... Discriminator Loss: 1.1845... Generator Loss: 0.7705
Epoch 1/1... Discriminator Loss: 1.1484... Generator Loss: 0.7825
Epoch 1/1... Discriminator Loss: 1.1626... Generator Loss: 0.7109
Epoch 1/1... Discriminator Loss: 0.8622... Generator Loss: 1.0748
Epoch 1/1... Discriminator Loss: 1.3189... Generator Loss: 0.5370
Epoch 1/1... Discriminator Loss: 0.9103... Generator Loss: 1.0926
Epoch 1/1... Discriminator Loss: 1.0216... Generator Loss: 0.9042
Epoch 1/1... Discriminator Loss: 0.8966... Generator Loss: 1.3499
Epoch 1/1... Discriminator Loss: 1.2728... Generator Loss: 0.6044
Epoch 1/1... Discriminator Loss: 1.3319... Generator Loss: 0.5113
Epoch 1/1... Discriminator Loss: 0.9244... Generator Loss: 0.9862
Epoch 1/1... Discriminator Loss: 1.2470... Generator Loss: 0.7152
Epoch 1/1... Discriminator Loss: 1.1856... Generator Loss: 0.7227
Epoch 1/1... Discriminator Loss: 1.3613... Generator Loss: 0.6428
Epoch 1/1... Discriminator Loss: 1.4079... Generator Loss: 0.4990
Epoch 1/1... Discriminator Loss: 1.0040... Generator Loss: 1.1357
Epoch 1/1... Discriminator Loss: 1.4447... Generator Loss: 0.4816
Epoch 1/1... Discriminator Loss: 0.9699... Generator Loss: 1.2507
Epoch 1/1... Discriminator Loss: 1.2374... Generator Loss: 0.7647
Epoch 1/1... Discriminator Loss: 1.3516... Generator Loss: 0.4767
Epoch 1/1... Discriminator Loss: 1.9131... Generator Loss: 0.4534
Epoch 1/1... Discriminator Loss: 1.2772... Generator Loss: 0.6237
Epoch 1/1... Discriminator Loss: 1.3373... Generator Loss: 0.5828
Epoch 1/1... Discriminator Loss: 1.1021... Generator Loss: 0.8950
Epoch 1/1... Discriminator Loss: 1.4373... Generator Loss: 0.4601
Epoch 1/1... Discriminator Loss: 1.2067... Generator Loss: 0.6950
Epoch 1/1... Discriminator Loss: 1.3177... Generator Loss: 0.7812
Epoch 1/1... Discriminator Loss: 1.0976... Generator Loss: 0.8175
Epoch 1/1... Discriminator Loss: 1.2352... Generator Loss: 0.6864
Epoch 1/1... Discriminator Loss: 1.0833... Generator Loss: 1.0282
Epoch 1/1... Discriminator Loss: 1.1915... Generator Loss: 0.7689
Epoch 1/1... Discriminator Loss: 1.3809... Generator Loss: 0.5689
Epoch 1/1... Discriminator Loss: 1.0491... Generator Loss: 0.8869
Epoch 1/1... Discriminator Loss: 1.2374... Generator Loss: 0.6355
Epoch 1/1... Discriminator Loss: 1.2309... Generator Loss: 0.8078
Epoch 1/1... Discriminator Loss: 1.5476... Generator Loss: 0.4305
Epoch 1/1... Discriminator Loss: 1.1724... Generator Loss: 1.0153
Epoch 1/1... Discriminator Loss: 1.1473... Generator Loss: 0.6988
Epoch 1/1... Discriminator Loss: 1.2197... Generator Loss: 0.6387
Epoch 1/1... Discriminator Loss: 1.0741... Generator Loss: 1.2406
Epoch 1/1... Discriminator Loss: 1.0701... Generator Loss: 0.9359
Epoch 1/1... Discriminator Loss: 1.2527... Generator Loss: 0.6838
Epoch 1/1... Discriminator Loss: 1.3888... Generator Loss: 0.4926
Epoch 1/1... Discriminator Loss: 1.0335... Generator Loss: 1.0839
Epoch 1/1... Discriminator Loss: 1.1003... Generator Loss: 0.9191
Epoch 1/1... Discriminator Loss: 1.1627... Generator Loss: 0.7810
Epoch 1/1... Discriminator Loss: 1.1634... Generator Loss: 0.6801
Epoch 1/1... Discriminator Loss: 1.2236... Generator Loss: 0.6010
Epoch 1/1... Discriminator Loss: 1.3504... Generator Loss: 0.5724
Epoch 1/1... Discriminator Loss: 1.2895... Generator Loss: 0.6332
Epoch 1/1... Discriminator Loss: 1.3388... Generator Loss: 0.7745
Epoch 1/1... Discriminator Loss: 1.2048... Generator Loss: 0.6776
Epoch 1/1... Discriminator Loss: 1.1357... Generator Loss: 0.7592
Epoch 1/1... Discriminator Loss: 1.0864... Generator Loss: 0.7742
Epoch 1/1... Discriminator Loss: 0.8699... Generator Loss: 1.0300
Epoch 1/1... Discriminator Loss: 1.1759... Generator Loss: 0.7741
Epoch 1/1... Discriminator Loss: 1.3704... Generator Loss: 0.5422
Epoch 1/1... Discriminator Loss: 1.0312... Generator Loss: 0.8490
Epoch 1/1... Discriminator Loss: 1.3488... Generator Loss: 0.6284
Epoch 1/1... Discriminator Loss: 0.9930... Generator Loss: 0.8526
Epoch 1/1... Discriminator Loss: 1.3502... Generator Loss: 0.6044
Epoch 1/1... Discriminator Loss: 1.2901... Generator Loss: 0.8691
Epoch 1/1... Discriminator Loss: 0.9518... Generator Loss: 1.0011
Epoch 1/1... Discriminator Loss: 1.1603... Generator Loss: 0.8780
Epoch 1/1... Discriminator Loss: 1.1855... Generator Loss: 0.7755
Epoch 1/1... Discriminator Loss: 1.2092... Generator Loss: 0.7433
Epoch 1/1... Discriminator Loss: 1.1135... Generator Loss: 0.9201
Epoch 1/1... Discriminator Loss: 1.3607... Generator Loss: 0.5483
Epoch 1/1... Discriminator Loss: 1.1690... Generator Loss: 1.0466
Epoch 1/1... Discriminator Loss: 1.1379... Generator Loss: 0.8212
Epoch 1/1... Discriminator Loss: 1.1133... Generator Loss: 0.9306
Epoch 1/1... Discriminator Loss: 1.0303... Generator Loss: 0.9141
Epoch 1/1... Discriminator Loss: 1.4553... Generator Loss: 0.5289
Epoch 1/1... Discriminator Loss: 1.0636... Generator Loss: 1.2910
Epoch 1/1... Discriminator Loss: 1.2506... Generator Loss: 0.7768
Epoch 1/1... Discriminator Loss: 1.2930... Generator Loss: 0.6283
Epoch 1/1... Discriminator Loss: 1.1353... Generator Loss: 1.1594
Epoch 1/1... Discriminator Loss: 1.0625... Generator Loss: 0.9696
Epoch 1/1... Discriminator Loss: 1.2683... Generator Loss: 0.9118
Epoch 1/1... Discriminator Loss: 1.0943... Generator Loss: 1.5476
Epoch 1/1... Discriminator Loss: 1.2660... Generator Loss: 0.7590
Epoch 1/1... Discriminator Loss: 1.1217... Generator Loss: 1.0559
Epoch 1/1... Discriminator Loss: 1.1957... Generator Loss: 0.9749
Epoch 1/1... Discriminator Loss: 1.2725... Generator Loss: 0.6737
Epoch 1/1... Discriminator Loss: 1.1441... Generator Loss: 0.9688
Epoch 1/1... Discriminator Loss: 1.0676... Generator Loss: 0.8603
Epoch 1/1... Discriminator Loss: 0.9495... Generator Loss: 1.1350
Epoch 1/1... Discriminator Loss: 1.1863... Generator Loss: 0.8248
Epoch 1/1... Discriminator Loss: 0.9817... Generator Loss: 1.0743
Epoch 1/1... Discriminator Loss: 1.2416... Generator Loss: 0.7246
Epoch 1/1... Discriminator Loss: 1.3626... Generator Loss: 0.4968
Epoch 1/1... Discriminator Loss: 1.2508... Generator Loss: 0.7145
Epoch 1/1... Discriminator Loss: 1.2207... Generator Loss: 0.9322
Epoch 1/1... Discriminator Loss: 1.0737... Generator Loss: 0.8257
Epoch 1/1... Discriminator Loss: 1.1787... Generator Loss: 0.7281
Epoch 1/1... Discriminator Loss: 1.3991... Generator Loss: 0.6044
Epoch 1/1... Discriminator Loss: 1.0198... Generator Loss: 1.1085
Epoch 1/1... Discriminator Loss: 1.2142... Generator Loss: 1.2722
Epoch 1/1... Discriminator Loss: 1.0646... Generator Loss: 1.0232
Epoch 1/1... Discriminator Loss: 0.9999... Generator Loss: 1.4766
Epoch 1/1... Discriminator Loss: 1.2058... Generator Loss: 0.9143
Epoch 1/1... Discriminator Loss: 1.1009... Generator Loss: 0.8688
Epoch 1/1... Discriminator Loss: 1.2201... Generator Loss: 0.7045
Epoch 1/1... Discriminator Loss: 1.1382... Generator Loss: 0.8265
Epoch 1/1... Discriminator Loss: 1.1427... Generator Loss: 0.8946
Epoch 1/1... Discriminator Loss: 1.2980... Generator Loss: 0.7085
Epoch 1/1... Discriminator Loss: 1.0692... Generator Loss: 0.7754
Epoch 1/1... Discriminator Loss: 1.0901... Generator Loss: 0.9973
Epoch 1/1... Discriminator Loss: 1.2662... Generator Loss: 0.6440
Epoch 1/1... Discriminator Loss: 1.3506... Generator Loss: 0.5857
Epoch 1/1... Discriminator Loss: 1.3284... Generator Loss: 0.6140
Epoch 1/1... Discriminator Loss: 1.3855... Generator Loss: 0.6454
Epoch 1/1... Discriminator Loss: 1.2941... Generator Loss: 0.6574
Epoch 1/1... Discriminator Loss: 1.1609... Generator Loss: 0.9572
Epoch 1/1... Discriminator Loss: 1.2377... Generator Loss: 0.6800
Epoch 1/1... Discriminator Loss: 1.1747... Generator Loss: 0.8063
Epoch 1/1... Discriminator Loss: 1.0891... Generator Loss: 0.7470
Epoch 1/1... Discriminator Loss: 1.1193... Generator Loss: 0.8506
Epoch 1/1... Discriminator Loss: 1.1514... Generator Loss: 0.9759
Epoch 1/1... Discriminator Loss: 1.1283... Generator Loss: 0.6430
Epoch 1/1... Discriminator Loss: 1.1543... Generator Loss: 0.7411
Epoch 1/1... Discriminator Loss: 0.9903... Generator Loss: 1.1018
Epoch 1/1... Discriminator Loss: 1.1714... Generator Loss: 0.7944
Epoch 1/1... Discriminator Loss: 0.8536... Generator Loss: 1.3801
Epoch 1/1... Discriminator Loss: 1.1060... Generator Loss: 0.9026
Epoch 1/1... Discriminator Loss: 0.8454... Generator Loss: 1.4034
Epoch 1/1... Discriminator Loss: 1.0424... Generator Loss: 1.1321
Epoch 1/1... Discriminator Loss: 1.1934... Generator Loss: 1.1105
Epoch 1/1... Discriminator Loss: 1.4572... Generator Loss: 0.4602
Epoch 1/1... Discriminator Loss: 1.3051... Generator Loss: 0.6176
Epoch 1/1... Discriminator Loss: 0.8869... Generator Loss: 1.4008
Epoch 1/1... Discriminator Loss: 1.3094... Generator Loss: 0.5219
Epoch 1/1... Discriminator Loss: 1.3813... Generator Loss: 0.7046
Epoch 1/1... Discriminator Loss: 1.2576... Generator Loss: 0.6912
Epoch 1/1... Discriminator Loss: 1.1831... Generator Loss: 0.9816
Epoch 1/1... Discriminator Loss: 0.9959... Generator Loss: 1.1319
Epoch 1/1... Discriminator Loss: 1.0855... Generator Loss: 1.0608
Epoch 1/1... Discriminator Loss: 1.0932... Generator Loss: 0.7239
Epoch 1/1... Discriminator Loss: 1.4794... Generator Loss: 0.4739
Epoch 1/1... Discriminator Loss: 1.1872... Generator Loss: 0.9166
Epoch 1/1... Discriminator Loss: 1.1211... Generator Loss: 0.7612
Epoch 1/1... Discriminator Loss: 1.1612... Generator Loss: 0.6670
Epoch 1/1... Discriminator Loss: 1.1740... Generator Loss: 0.6111
Epoch 1/1... Discriminator Loss: 1.0861... Generator Loss: 0.9276
Epoch 1/1... Discriminator Loss: 1.0387... Generator Loss: 0.9543
Epoch 1/1... Discriminator Loss: 1.2304... Generator Loss: 1.0678
Epoch 1/1... Discriminator Loss: 0.9368... Generator Loss: 1.2543
Epoch 1/1... Discriminator Loss: 1.1917... Generator Loss: 0.7898
Epoch 1/1... Discriminator Loss: 1.0121... Generator Loss: 0.9956
Epoch 1/1... Discriminator Loss: 1.4728... Generator Loss: 0.5050
Epoch 1/1... Discriminator Loss: 1.2215... Generator Loss: 0.6114
Epoch 1/1... Discriminator Loss: 1.2479... Generator Loss: 0.6454
Epoch 1/1... Discriminator Loss: 1.1332... Generator Loss: 1.0987
Epoch 1/1... Discriminator Loss: 0.9925... Generator Loss: 1.0169
Wall time: 9min 10s

Submitting This Project

When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.